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[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B09Q2S262G\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\\\" to 38\\\" M801,115)\", \"asin\": \"B0BNGPHMKG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07J3WZD4R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lavemi Mens Belt Reversible 100% Italian Leather Dress Casual,One Reverse for 2 Colors,Trim to Fit(21863-3 110)\", \"asin\": \"B07YXM3N86\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\\\" to 38\\\" Waist Adjustable)\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Zitahli Ratchet Belt for Men,Upgraded Tail Hidden Design mens belt Leather for Dress Pant Shirt Oxfords,Micro Adjustable 30\\\"-36\\\"\", \"asin\": \"B0BKRV4PLH\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"JUKMO 1.5\\\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)\", \"asin\": \"B0DK6VPSYF\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\\\" for Dress Pants - Perfect Companion to Men's Oxfords\", \"asin\": \"B07JBD3MQW\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Dress Belt - Ratchet Belt Leather 1 1/4\\\" Comfort Click - Perfect Companion to Mens Dress Shoes\", \"asin\": \"B07YVD3RXG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Ratchet Belt Nontrimmable-Click Belt Adjustable for Men Gift Lightweight 1 3/8\\\"(Black,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0CRYMH48Q\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\\\" to 44\\\" Waist\", \"asin\": \"B07612G71X\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:49.413Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-15T17:58:49.413Z
click
product_option
rule
2025-04-15T17:58:49.413Z
train
2,800
2025-04-15T17:58:49.413Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"} {"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"} {"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.79", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box"}, {"price": "$18.99"}, {"bullet_list": "TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box."}, {"asin": "B09Q2S262G"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}], "promotion_items": [{"title": "MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\" to 38\" M801,115)", "asin": "B0BNGPHMKG", "price": "$17.99", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B07J3WZD4R", "price": "$19.99", "quantity": ""}, {"title": "Lavemi Mens Belt Reversible 100% Italian Leather Dress Casual,One Reverse for 2 Colors,Trim to Fit(21863-3 110)", "asin": "B07YXM3N86", "price": "$21.99", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08JHX28C6", "price": "$14.99", "quantity": ""}, {"title": "VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\" to 38\" Waist Adjustable)", "asin": "B0DC3CK7R7", "price": "$11.99", "quantity": ""}, {"title": "Zitahli Ratchet Belt for Men,Upgraded Tail Hidden Design mens belt Leather for Dress Pant Shirt Oxfords,Micro Adjustable 30\"-36\"", "asin": "B0BKRV4PLH", "price": "$14.97", "quantity": ""}, {"title": "JUKMO 1.5\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)", "asin": "B0DK6VPSYF", "price": "$24.98", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08LHBSYNK", "price": "$14.99", "quantity": ""}, {"title": "CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\" for Dress Pants - Perfect Companion to Men's Oxfords", "asin": "B07JBD3MQW", "price": "$16.99", "quantity": ""}, {"title": "CHAOREN Mens Dress Belt - Ratchet Belt Leather 1 1/4\" Comfort Click - Perfect Companion to Mens Dress Shoes", "asin": "B07YVD3RXG", "price": "$19.99", "quantity": ""}, {"title": "BULLIANT Men's Ratchet Belt Nontrimmable-Click Belt Adjustable for Men Gift Lightweight 1 3/8\"(Black,36\"-42\" Waist Adjustable)", "asin": "B0CRYMH48Q", "price": "$10.99", "quantity": ""}, {"title": "Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\" to 44\" Waist", "asin": "B07612G71X", "price": "$23.99", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08JHX28C6", "price": "$14.99", "quantity": ""}, {"title": "CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)", "asin": "B07MBPL3KG", "price": "$29.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-15T17:58:49.413Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2800, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B09Q2S262G\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\\\" to 38\\\" M801,115)\", \"asin\": \"B0BNGPHMKG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07J3WZD4R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lavemi Mens Belt Reversible 100% Italian Leather Dress Casual,One Reverse for 2 Colors,Trim to Fit(21863-3 110)\", \"asin\": \"B07YXM3N86\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\\\" to 38\\\" Waist Adjustable)\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Zitahli Ratchet Belt for Men,Upgraded Tail Hidden Design mens belt Leather for Dress Pant Shirt Oxfords,Micro Adjustable 30\\\"-36\\\"\", \"asin\": \"B0BKRV4PLH\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"JUKMO 1.5\\\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)\", \"asin\": \"B0DK6VPSYF\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\\\" for Dress Pants - Perfect Companion to Men's Oxfords\", \"asin\": \"B07JBD3MQW\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Dress Belt - Ratchet Belt Leather 1 1/4\\\" Comfort Click - Perfect Companion to Mens Dress Shoes\", \"asin\": \"B07YVD3RXG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Ratchet Belt Nontrimmable-Click Belt Adjustable for Men Gift Lightweight 1 3/8\\\"(Black,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0CRYMH48Q\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\\\" to 44\\\" Waist\", \"asin\": \"B07612G71X\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:49.413Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B09Q2S262G\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\\\" to 38\\\" M801,115)\", \"asin\": \"B0BNGPHMKG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07J3WZD4R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lavemi Mens Belt Reversible 100% Italian Leather Dress Casual,One Reverse for 2 Colors,Trim to Fit(21863-3 110)\", \"asin\": \"B07YXM3N86\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\\\" to 38\\\" Waist Adjustable)\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Zitahli Ratchet Belt for Men,Upgraded Tail Hidden Design mens belt Leather for Dress Pant Shirt Oxfords,Micro Adjustable 30\\\"-36\\\"\", \"asin\": \"B0BKRV4PLH\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"JUKMO 1.5\\\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)\", \"asin\": \"B0DK6VPSYF\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\\\" for Dress Pants - Perfect Companion to Men's Oxfords\", \"asin\": \"B07JBD3MQW\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Dress Belt - Ratchet Belt Leather 1 1/4\\\" Comfort Click - Perfect Companion to Mens Dress Shoes\", \"asin\": \"B07YVD3RXG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Ratchet Belt Nontrimmable-Click Belt Adjustable for Men Gift Lightweight 1 3/8\\\"(Black,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0CRYMH48Q\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\\\" to 44\\\" Waist\", \"asin\": \"B07612G71X\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:51.678Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-15T17:58:51.678Z
click
product_option
rule
2025-04-15T17:58:51.678Z
train
2,801
2025-04-15T17:58:51.678Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"} {"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"} {"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.79", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box"}, {"price": "$18.99"}, {"bullet_list": "TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box."}, {"asin": "B09Q2S262G"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}], "promotion_items": [{"title": "MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\" to 38\" M801,115)", "asin": "B0BNGPHMKG", "price": "$17.99", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B07J3WZD4R", "price": "$19.99", "quantity": ""}, {"title": "Lavemi Mens Belt Reversible 100% Italian Leather Dress Casual,One Reverse for 2 Colors,Trim to Fit(21863-3 110)", "asin": "B07YXM3N86", "price": "$21.99", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08JHX28C6", "price": "$14.99", "quantity": ""}, {"title": "VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\" to 38\" Waist Adjustable)", "asin": "B0DC3CK7R7", "price": "$11.99", "quantity": ""}, {"title": "Zitahli Ratchet Belt for Men,Upgraded Tail Hidden Design mens belt Leather for Dress Pant Shirt Oxfords,Micro Adjustable 30\"-36\"", "asin": "B0BKRV4PLH", "price": "$14.97", "quantity": ""}, {"title": "JUKMO 1.5\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)", "asin": "B0DK6VPSYF", "price": "$24.98", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08LHBSYNK", "price": "$14.99", "quantity": ""}, {"title": "CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\" for Dress Pants - Perfect Companion to Men's Oxfords", "asin": "B07JBD3MQW", "price": "$16.99", "quantity": ""}, {"title": "CHAOREN Mens Dress Belt - Ratchet Belt Leather 1 1/4\" Comfort Click - Perfect Companion to Mens Dress Shoes", "asin": "B07YVD3RXG", "price": "$19.99", "quantity": ""}, {"title": "BULLIANT Men's Ratchet Belt Nontrimmable-Click Belt Adjustable for Men Gift Lightweight 1 3/8\"(Black,36\"-42\" Waist Adjustable)", "asin": "B0CRYMH48Q", "price": "$10.99", "quantity": ""}, {"title": "Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\" to 44\" Waist", "asin": "B07612G71X", "price": "$23.99", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08JHX28C6", "price": "$14.99", "quantity": ""}, {"title": "CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)", "asin": "B07MBPL3KG", "price": "$29.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-15T17:58:51.678Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2801, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B09Q2S262G\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\\\" to 38\\\" M801,115)\", \"asin\": \"B0BNGPHMKG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07J3WZD4R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lavemi Mens Belt Reversible 100% Italian Leather Dress Casual,One Reverse for 2 Colors,Trim to Fit(21863-3 110)\", \"asin\": \"B07YXM3N86\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\\\" to 38\\\" Waist Adjustable)\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Zitahli Ratchet Belt for Men,Upgraded Tail Hidden Design mens belt Leather for Dress Pant Shirt Oxfords,Micro Adjustable 30\\\"-36\\\"\", \"asin\": \"B0BKRV4PLH\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"JUKMO 1.5\\\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)\", \"asin\": \"B0DK6VPSYF\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\\\" for Dress Pants - Perfect Companion to Men's Oxfords\", \"asin\": \"B07JBD3MQW\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Dress Belt - Ratchet Belt Leather 1 1/4\\\" Comfort Click - Perfect Companion to Mens Dress Shoes\", \"asin\": \"B07YVD3RXG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Ratchet Belt Nontrimmable-Click Belt Adjustable for Men Gift Lightweight 1 3/8\\\"(Black,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0CRYMH48Q\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\\\" to 44\\\" Waist\", \"asin\": \"B07612G71X\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:51.678Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B07ZNVDDXV\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHCC8ZP\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08H4YS8FB\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lavemi Mens Belt Reversible 100% Italian Leather Dress Casual,One Reverse for 2 Colors,Trim to Fit(21863-3 110)\", \"asin\": \"B07YXM3N86\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Brand Ratchet Belt Of Genuine Leather For Gift Men Dress,Size Customized(Tawny,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0BQ6LGF9K\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Ratchet Belt 1 3/8\\\", Leather Dress Belt with Click Sliding Buckle in Gift Set Box, Mens Adjustable Belt Trim to Fit (02 Black/Brown Genuine Leather belt, 28\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B09NS5GCF5\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07W7K7V6Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Buffway Men's Leather Belt,1.5\\\" Handcrafted Top-Grain Leather \\u2013 Durable,Comfortable,Suitable for Everyday Formal & Casual Wear - Size 36\\\" Black\", \"asin\": \"B0DHHB3XRY\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Bullhide Belts Mens Leather Belt for Work, Casual, Dress, 1.50\\\" Wide, Brown, 44\\\"\", \"asin\": \"B07TD8M1N1\", \"price\": \"$74.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt 2Pack,Ratchet Click Adjustable Belt Genuine Leather For Gift Men Dress Casual Tailless Design-Cut For Fit(Black/Orange Brown,38\\\"-44\\\" Waist Adjustable)\", \"asin\": \"B0DRBCNZJG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Leather Dress Belt 2Pack, Handmade, 100% Cow Leather, Fashion & Classic Designs for Work Business and Casual (2pack-Black101/Brown103,36)\", \"asin\": \"B0DHJND7NQ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Bullhide Belts Mens Leather Belt for Casual Dress, 1.25\\\" Wide, Black, 44 Inches\", \"asin\": \"B07WNR5Z4D\", \"price\": \"$99.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:53.947Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-15T17:58:53.947Z
click
product_option
rule
2025-04-15T17:58:53.947Z
train
2,802
2025-04-15T17:58:53.947Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"} {"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"} {"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.79", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box"}, {"price": "$18.99"}, {"bullet_list": "TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box."}, {"asin": "B07ZNVDDXV"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}], "promotion_items": [{"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08LHCC8ZP", "price": "$19.99", "quantity": ""}, {"title": "MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\" to 38\" M807,115)", "asin": "B0BNG18J1X", "price": "$17.98", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08H4YS8FB", "price": "$19.99", "quantity": ""}, {"title": "Lavemi Mens Belt Reversible 100% Italian Leather Dress Casual,One Reverse for 2 Colors,Trim to Fit(21863-3 110)", "asin": "B07YXM3N86", "price": "$21.99", "quantity": ""}, {"title": "BULLIANT Men's Belt,Brand Ratchet Belt Of Genuine Leather For Gift Men Dress,Size Customized(Tawny,36\"-42\" Waist Adjustable)", "asin": "B0BQ6LGF9K", "price": "$19.99", "quantity": ""}, {"title": "2 Pack Ratchet Belt 1 3/8\", Leather Dress Belt with Click Sliding Buckle in Gift Set Box, Mens Adjustable Belt Trim to Fit (02 Black/Brown Genuine Leather belt, 28\"-42\" Waist Adjustable)", "asin": "B09NS5GCF5", "price": "$23.99", "quantity": ""}, {"title": "CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)", "asin": "B07MBPL3KG", "price": "$29.99", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B07W7K7V6Z", "price": "$19.99", "quantity": ""}, {"title": "Buffway Men's Leather Belt,1.5\" Handcrafted Top-Grain Leather \u2013 Durable,Comfortable,Suitable for Everyday Formal & Casual Wear - Size 36\" Black", "asin": "B0DHHB3XRY", "price": "$45.99", "quantity": ""}, {"title": "Bullhide Belts Mens Leather Belt for Work, Casual, Dress, 1.50\" Wide, Brown, 44\"", "asin": "B07TD8M1N1", "price": "$74.99", "quantity": ""}, {"title": "BULLIANT Men Belt 2Pack,Ratchet Click Adjustable Belt Genuine Leather For Gift Men Dress Casual Tailless Design-Cut For Fit(Black/Orange Brown,38\"-44\" Waist Adjustable)", "asin": "B0DRBCNZJG", "price": "$29.99", "quantity": ""}, {"title": "KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\",Cut for Fit(Black/Deep Brown,32\"-38\" Waist Adjustable)", "asin": "B0DCV8JLM8", "price": "$29.99", "quantity": ""}, {"title": "MILORDE Men's Leather Dress Belt 2Pack, Handmade, 100% Cow Leather, Fashion & Classic Designs for Work Business and Casual (2pack-Black101/Brown103,36)", "asin": "B0DHJND7NQ", "price": "$28.99", "quantity": ""}, {"title": "Bullhide Belts Mens Leather Belt for Casual Dress, 1.25\" Wide, Black, 44 Inches", "asin": "B07WNR5Z4D", "price": "$99.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-15T17:58:53.947Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2802, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B07ZNVDDXV\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHCC8ZP\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08H4YS8FB\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lavemi Mens Belt Reversible 100% Italian Leather Dress Casual,One Reverse for 2 Colors,Trim to Fit(21863-3 110)\", \"asin\": \"B07YXM3N86\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Brand Ratchet Belt Of Genuine Leather For Gift Men Dress,Size Customized(Tawny,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0BQ6LGF9K\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Ratchet Belt 1 3/8\\\", Leather Dress Belt with Click Sliding Buckle in Gift Set Box, Mens Adjustable Belt Trim to Fit (02 Black/Brown Genuine Leather belt, 28\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B09NS5GCF5\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07W7K7V6Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Buffway Men's Leather Belt,1.5\\\" Handcrafted Top-Grain Leather \\u2013 Durable,Comfortable,Suitable for Everyday Formal & Casual Wear - Size 36\\\" Black\", \"asin\": \"B0DHHB3XRY\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Bullhide Belts Mens Leather Belt for Work, Casual, Dress, 1.50\\\" Wide, Brown, 44\\\"\", \"asin\": \"B07TD8M1N1\", \"price\": \"$74.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt 2Pack,Ratchet Click Adjustable Belt Genuine Leather For Gift Men Dress Casual Tailless Design-Cut For Fit(Black/Orange Brown,38\\\"-44\\\" Waist Adjustable)\", \"asin\": \"B0DRBCNZJG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Leather Dress Belt 2Pack, Handmade, 100% Cow Leather, Fashion & Classic Designs for Work Business and Casual (2pack-Black101/Brown103,36)\", \"asin\": \"B0DHJND7NQ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Bullhide Belts Mens Leather Belt for Casual Dress, 1.25\\\" Wide, Black, 44 Inches\", \"asin\": \"B07WNR5Z4D\", \"price\": \"$99.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:53.947Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B0836ST4BF\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08GPTB6GT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\\\" to 38\\\" M801,115)\", \"asin\": \"B0BNGPHMKG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt, Slide Ratchet Belt For Gift Men Dress Pant Shirt Oxfords,Trim To Fit(Black,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0BNMBP51B\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"HIMI Men's Comfort Genuine Leather Ratchet Dress Belt with Automatic Click Buckle (Suit Pant Size 28\\\"-44\\\", Style 2 -Black)\", \"asin\": \"B07H4LXH7X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\\\" to 38\\\" Waist Adjustable)\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"JUKMO 1.5\\\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)\", \"asin\": \"B0DK6VPSYF\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQD53WQ3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Brand Ratchet Belt Of Genuine Leather For Gift Men Dress,Size Customized(Tawny,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0CTQQ65QP\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\\\" for Dress Pants - Perfect Companion to Men's Oxfords\", \"asin\": \"B07JBD3MQW\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:56.978Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-15T17:58:56.978Z
click
product_option
rule
2025-04-15T17:58:56.978Z
train
2,803
2025-04-15T17:58:56.978Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"} {"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"} {"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.79", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box"}, {"price": "$18.99"}, {"bullet_list": "TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box."}, {"asin": "B0836ST4BF"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}], "promotion_items": [{"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08GPTB6GT", "price": "$19.99", "quantity": ""}, {"title": "MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\" to 38\" M801,115)", "asin": "B0BNGPHMKG", "price": "$17.99", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08JHX28C6", "price": "$14.99", "quantity": ""}, {"title": "BULLIANT Men's Belt, Slide Ratchet Belt For Gift Men Dress Pant Shirt Oxfords,Trim To Fit(Black,36\"-42\" Waist Adjustable)", "asin": "B0BNMBP51B", "price": "$22.99", "quantity": ""}, {"title": "HIMI Men's Comfort Genuine Leather Ratchet Dress Belt with Automatic Click Buckle (Suit Pant Size 28\"-44\", Style 2 -Black)", "asin": "B07H4LXH7X", "price": "$14.99", "quantity": ""}, {"title": "VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\" to 38\" Waist Adjustable)", "asin": "B0DC3CK7R7", "price": "$11.99", "quantity": ""}, {"title": "JUKMO 1.5\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)", "asin": "B0DK6VPSYF", "price": "$24.98", "quantity": ""}, {"title": "KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\"-38\" Waist Adjustable)", "asin": "B0DQD53WQ3", "price": "$14.99", "quantity": ""}, {"title": "BULLIANT Men's Belt,Brand Ratchet Belt Of Genuine Leather For Gift Men Dress,Size Customized(Tawny,32\"-38\" Waist Adjustable)", "asin": "B0CTQQ65QP", "price": "$19.99", "quantity": ""}, {"title": "CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\" for Dress Pants - Perfect Companion to Men's Oxfords", "asin": "B07JBD3MQW", "price": "$16.99", "quantity": ""}, {"title": "CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)", "asin": "B07MBPL3KG", "price": "$29.99", "quantity": ""}, {"title": "KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\",Cut for Fit(Black/Deep Brown,32\"-38\" Waist Adjustable)", "asin": "B0DCV8JLM8", "price": "$29.99", "quantity": ""}, {"title": "MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\" to 38\" M807,115)", "asin": "B0BNG18J1X", "price": "$17.98", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08LHBSYNK", "price": "$14.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-15T17:58:56.978Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2803, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B0836ST4BF\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08GPTB6GT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\\\" to 38\\\" M801,115)\", \"asin\": \"B0BNGPHMKG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt, Slide Ratchet Belt For Gift Men Dress Pant Shirt Oxfords,Trim To Fit(Black,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0BNMBP51B\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"HIMI Men's Comfort Genuine Leather Ratchet Dress Belt with Automatic Click Buckle (Suit Pant Size 28\\\"-44\\\", Style 2 -Black)\", \"asin\": \"B07H4LXH7X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\\\" to 38\\\" Waist Adjustable)\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"JUKMO 1.5\\\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)\", \"asin\": \"B0DK6VPSYF\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQD53WQ3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Brand Ratchet Belt Of Genuine Leather For Gift Men Dress,Size Customized(Tawny,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0CTQQ65QP\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\\\" for Dress Pants - Perfect Companion to Men's Oxfords\", \"asin\": \"B07JBD3MQW\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:56.978Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B0836ST4BF\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08GPTB6GT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\\\" to 38\\\" M801,115)\", \"asin\": \"B0BNGPHMKG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt, Slide Ratchet Belt For Gift Men Dress Pant Shirt Oxfords,Trim To Fit(Black,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0BNMBP51B\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"HIMI Men's Comfort Genuine Leather Ratchet Dress Belt with Automatic Click Buckle (Suit Pant Size 28\\\"-44\\\", Style 2 -Black)\", \"asin\": \"B07H4LXH7X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\\\" to 38\\\" Waist Adjustable)\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"JUKMO 1.5\\\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)\", \"asin\": \"B0DK6VPSYF\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQD53WQ3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Brand Ratchet Belt Of Genuine Leather For Gift Men Dress,Size Customized(Tawny,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0CTQQ65QP\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\\\" for Dress Pants - Perfect Companion to Men's Oxfords\", \"asin\": \"B07JBD3MQW\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:58.550Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-15T17:58:58.550Z
click
product_option
rule
2025-04-15T17:58:58.550Z
train
2,804
2025-04-15T17:58:58.550Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"} {"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"} {"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.79", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box"}, {"price": "$18.99"}, {"bullet_list": "TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box."}, {"asin": "B0836ST4BF"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}], "promotion_items": [{"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08GPTB6GT", "price": "$19.99", "quantity": ""}, {"title": "MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\" to 38\" M801,115)", "asin": "B0BNGPHMKG", "price": "$17.99", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08JHX28C6", "price": "$14.99", "quantity": ""}, {"title": "BULLIANT Men's Belt, Slide Ratchet Belt For Gift Men Dress Pant Shirt Oxfords,Trim To Fit(Black,36\"-42\" Waist Adjustable)", "asin": "B0BNMBP51B", "price": "$22.99", "quantity": ""}, {"title": "HIMI Men's Comfort Genuine Leather Ratchet Dress Belt with Automatic Click Buckle (Suit Pant Size 28\"-44\", Style 2 -Black)", "asin": "B07H4LXH7X", "price": "$14.99", "quantity": ""}, {"title": "VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\" to 38\" Waist Adjustable)", "asin": "B0DC3CK7R7", "price": "$11.99", "quantity": ""}, {"title": "JUKMO 1.5\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)", "asin": "B0DK6VPSYF", "price": "$24.98", "quantity": ""}, {"title": "KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\"-38\" Waist Adjustable)", "asin": "B0DQD53WQ3", "price": "$14.99", "quantity": ""}, {"title": "BULLIANT Men's Belt,Brand Ratchet Belt Of Genuine Leather For Gift Men Dress,Size Customized(Tawny,32\"-38\" Waist Adjustable)", "asin": "B0CTQQ65QP", "price": "$19.99", "quantity": ""}, {"title": "CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\" for Dress Pants - Perfect Companion to Men's Oxfords", "asin": "B07JBD3MQW", "price": "$16.99", "quantity": ""}, {"title": "CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)", "asin": "B07MBPL3KG", "price": "$29.99", "quantity": ""}, {"title": "KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\",Cut for Fit(Black/Deep Brown,32\"-38\" Waist Adjustable)", "asin": "B0DCV8JLM8", "price": "$29.99", "quantity": ""}, {"title": "MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\" to 38\" M807,115)", "asin": "B0BNG18J1X", "price": "$17.98", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08LHBSYNK", "price": "$14.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-15T17:58:58.550Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2804, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B0836ST4BF\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08GPTB6GT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Black Ratchet Belt(Carbon Fiber - Black, 32\\\" to 38\\\" M801,115)\", \"asin\": \"B0BNGPHMKG\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt, Slide Ratchet Belt For Gift Men Dress Pant Shirt Oxfords,Trim To Fit(Black,36\\\"-42\\\" Waist Adjustable)\", \"asin\": \"B0BNMBP51B\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"HIMI Men's Comfort Genuine Leather Ratchet Dress Belt with Automatic Click Buckle (Suit Pant Size 28\\\"-44\\\", Style 2 -Black)\", \"asin\": \"B07H4LXH7X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VATAN Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit (Black, 32\\\" to 38\\\" Waist Adjustable)\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"JUKMO 1.5\\\" (38mm) Leather Ratchet Belt for Men in Gift Box (Black, Medium)\", \"asin\": \"B0DK6VPSYF\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQD53WQ3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Brand Ratchet Belt Of Genuine Leather For Gift Men Dress,Size Customized(Tawny,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0CTQQ65QP\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Click Belts for Men - Mens Ratchet Belt 1 3/8\\\" for Dress Pants - Perfect Companion to Men's Oxfords\", \"asin\": \"B07JBD3MQW\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:58:58.550Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B0CH39D71C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07W7K7V6Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Buffway Men's Leather Belt,1.5\\\" Handcrafted Top-Grain Leather \\u2013 Durable,Comfortable,Suitable for Everyday Formal & Casual Wear - Size 36\\\" Black\", \"asin\": \"B0DHHB3XRY\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"HOLMANSE Mens Belt Full Grain Vegetable Tanned Leather Western Cowboy Belt 1.5 Wide Casual for Jeans Gift Box Packaging\", \"asin\": \"B09J2YRMQY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Airkit Men's Ratchet Leather Belt - Heavy Duty Adjustable Dress & Casual Belt\", \"asin\": \"B0DDXXNS76\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQD53WQ3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08GPTB6GT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\\\" to 44\\\" Waist\", \"asin\": \"B07612G71X\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:59:01.362Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-15T17:59:01.362Z
click
product_option
rule
2025-04-15T17:59:01.362Z
train
2,805
2025-04-15T17:59:01.362Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"} {"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"} {"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.79", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box"}, {"price": "$18.99"}, {"bullet_list": "TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box."}, {"asin": "B0CH39D71C"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}], "promotion_items": [{"title": "MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\" to 38\" M807,115)", "asin": "B0BNG18J1X", "price": "$17.98", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B07W7K7V6Z", "price": "$19.99", "quantity": ""}, {"title": "Buffway Men's Leather Belt,1.5\" Handcrafted Top-Grain Leather \u2013 Durable,Comfortable,Suitable for Everyday Formal & Casual Wear - Size 36\" Black", "asin": "B0DHHB3XRY", "price": "$45.99", "quantity": ""}, {"title": "HOLMANSE Mens Belt Full Grain Vegetable Tanned Leather Western Cowboy Belt 1.5 Wide Casual for Jeans Gift Box Packaging", "asin": "B09J2YRMQY", "price": "$38.99", "quantity": ""}, {"title": "KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\",Cut for Fit(Black/Deep Brown,32\"-38\" Waist Adjustable)", "asin": "B0DCV8JLM8", "price": "$29.99", "quantity": ""}, {"title": "BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\" Hiding Tail-Cut For Fit(Black,32\"-38\" Waist Adjustable)", "asin": "B0DQ5B3GNF", "price": "$14.99", "quantity": ""}, {"title": "Airkit Men's Ratchet Leather Belt - Heavy Duty Adjustable Dress & Casual Belt", "asin": "B0DDXXNS76", "price": "$11.39", "quantity": ""}, {"title": "BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\" Hiding Tail-Cut For Fit(Black,32\"-38\" Waist Adjustable)", "asin": "B0DQ5B3GNF", "price": "$14.99", "quantity": ""}, {"title": "KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\"-38\" Waist Adjustable)", "asin": "B0DQD53WQ3", "price": "$14.99", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08GPTB6GT", "price": "$19.99", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08JHX28C6", "price": "$14.99", "quantity": ""}, {"title": "Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\" to 44\" Waist", "asin": "B07612G71X", "price": "$23.99", "quantity": ""}, {"title": "KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\",Cut for Fit(Black/Deep Brown,32\"-38\" Waist Adjustable)", "asin": "B0DCV8JLM8", "price": "$29.99", "quantity": ""}, {"title": "CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)", "asin": "B07MBPL3KG", "price": "$29.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-15T17:59:01.362Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2805, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B0CH39D71C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07W7K7V6Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Buffway Men's Leather Belt,1.5\\\" Handcrafted Top-Grain Leather \\u2013 Durable,Comfortable,Suitable for Everyday Formal & Casual Wear - Size 36\\\" Black\", \"asin\": \"B0DHHB3XRY\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"HOLMANSE Mens Belt Full Grain Vegetable Tanned Leather Western Cowboy Belt 1.5 Wide Casual for Jeans Gift Box Packaging\", \"asin\": \"B09J2YRMQY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Airkit Men's Ratchet Leather Belt - Heavy Duty Adjustable Dress & Casual Belt\", \"asin\": \"B0DDXXNS76\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQD53WQ3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08GPTB6GT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\\\" to 44\\\" Waist\", \"asin\": \"B07612G71X\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:59:01.362Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B0CH39D71C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07W7K7V6Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Buffway Men's Leather Belt,1.5\\\" Handcrafted Top-Grain Leather \\u2013 Durable,Comfortable,Suitable for Everyday Formal & Casual Wear - Size 36\\\" Black\", \"asin\": \"B0DHHB3XRY\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"HOLMANSE Mens Belt Full Grain Vegetable Tanned Leather Western Cowboy Belt 1.5 Wide Casual for Jeans Gift Box Packaging\", \"asin\": \"B09J2YRMQY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Airkit Men's Ratchet Leather Belt - Heavy Duty Adjustable Dress & Casual Belt\", \"asin\": \"B0DDXXNS76\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQD53WQ3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08GPTB6GT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\\\" to 44\\\" Waist\", \"asin\": \"B07612G71X\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:59:02.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-15T17:59:02.843Z
click
product_option
rule
2025-04-15T17:59:02.843Z
train
2,806
2025-04-15T17:59:02.843Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"} {"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"} {"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.79", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box"}, {"price": "$18.99"}, {"bullet_list": "TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box."}, {"asin": "B0CH39D71C"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}], "promotion_items": [{"title": "MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\" to 38\" M807,115)", "asin": "B0BNG18J1X", "price": "$17.98", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B07W7K7V6Z", "price": "$19.99", "quantity": ""}, {"title": "Buffway Men's Leather Belt,1.5\" Handcrafted Top-Grain Leather \u2013 Durable,Comfortable,Suitable for Everyday Formal & Casual Wear - Size 36\" Black", "asin": "B0DHHB3XRY", "price": "$45.99", "quantity": ""}, {"title": "HOLMANSE Mens Belt Full Grain Vegetable Tanned Leather Western Cowboy Belt 1.5 Wide Casual for Jeans Gift Box Packaging", "asin": "B09J2YRMQY", "price": "$38.99", "quantity": ""}, {"title": "KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\",Cut for Fit(Black/Deep Brown,32\"-38\" Waist Adjustable)", "asin": "B0DCV8JLM8", "price": "$29.99", "quantity": ""}, {"title": "BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\" Hiding Tail-Cut For Fit(Black,32\"-38\" Waist Adjustable)", "asin": "B0DQ5B3GNF", "price": "$14.99", "quantity": ""}, {"title": "Airkit Men's Ratchet Leather Belt - Heavy Duty Adjustable Dress & Casual Belt", "asin": "B0DDXXNS76", "price": "$11.39", "quantity": ""}, {"title": "BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\" Hiding Tail-Cut For Fit(Black,32\"-38\" Waist Adjustable)", "asin": "B0DQ5B3GNF", "price": "$14.99", "quantity": ""}, {"title": "KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\"-38\" Waist Adjustable)", "asin": "B0DQD53WQ3", "price": "$14.99", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08GPTB6GT", "price": "$19.99", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08JHX28C6", "price": "$14.99", "quantity": ""}, {"title": "Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\" to 44\" Waist", "asin": "B07612G71X", "price": "$23.99", "quantity": ""}, {"title": "KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\",Cut for Fit(Black/Deep Brown,32\"-38\" Waist Adjustable)", "asin": "B0DCV8JLM8", "price": "$29.99", "quantity": ""}, {"title": "CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)", "asin": "B07MBPL3KG", "price": "$29.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-15T17:59:02.843Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2806, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$18.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B0CH39D71C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07W7K7V6Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Buffway Men's Leather Belt,1.5\\\" Handcrafted Top-Grain Leather \\u2013 Durable,Comfortable,Suitable for Everyday Formal & Casual Wear - Size 36\\\" Black\", \"asin\": \"B0DHHB3XRY\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"HOLMANSE Mens Belt Full Grain Vegetable Tanned Leather Western Cowboy Belt 1.5 Wide Casual for Jeans Gift Box Packaging\", \"asin\": \"B09J2YRMQY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Airkit Men's Ratchet Leather Belt - Heavy Duty Adjustable Dress & Casual Belt\", \"asin\": \"B0DDXXNS76\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Ratchet Belt For Men,Slide Leather Belt Adjustable For Gift Men Dress Casual Pants Jeans-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQD53WQ3\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08GPTB6GT\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Marino Avenue Ratchet Belts for Men - Adjustable Mens Belts Leather with Automatic Buckle - Enclosed in an Elegant Gift Box - Radiant Ore - Burnt Umber - Adjustable from 28\\\" to 44\\\" Waist\", \"asin\": \"B07612G71X\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:59:02.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$16.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B07C6GZ57N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Ratchet Belt 2 Pack-Click Leather Belt Adjustable for Men Gift 1 3/8-Cut for Perfect Fit(Black/Tawny,38\\\"-44\\\" Waist Adjustable)\", \"asin\": \"B0CRYJB3B7\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Bullhide Belts Mens Leather Belt for Casual Dress, 1.25\\\" Wide, Black, 44 Inches\", \"asin\": \"B07WNR5Z4D\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"HIMI Men's Comfort Genuine Leather Ratchet Dress Belt with Automatic Click Buckle (Suit Pant Size 28\\\"-44\\\", Style 2 -Black)\", \"asin\": \"B07H4LXH7X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Bullhide Belts Mens Leather Belt for Work, Casual, Dress, 1.50\\\" Wide, Tan, 36\\\"\", \"asin\": \"B07YLY9MTT\", \"price\": \"$83.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07W7K7V6Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt 2Pack,Ratchet Click Adjustable Belt Genuine Leather For Gift Men Dress Casual Tailless Design-Cut For Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DRBBN7BR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Dress Belt - Ratchet Belt Leather 1 1/4\\\" Comfort Click - Perfect Companion to Mens Dress Shoes\", \"asin\": \"B07YVD3RXG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Men\\u2019s Belt Beltox Ratchet Dress Leather Buckle Belt Black Brown Blue 1 3/8\\u201d Gift Box(Black Belt with Black Buckle,52-56 inch waist)\", \"asin\": \"B0B8NBL1J5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:59:08.328Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-15T17:59:08.328Z
purchase
B07C6GZ57N
rule
2025-04-15T17:59:08.328Z
train
2,807
2025-04-15T17:59:08.328Z
purchase
B07C6GZ57N
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"} {"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"} {"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"} {"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"} {"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.79", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box"}, {"price": "$16.99"}, {"bullet_list": "TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box."}, {"asin": "B07C6GZ57N"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}], "promotion_items": [{"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B08LHBSYNK", "price": "$14.99", "quantity": ""}, {"title": "KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\",Cut for Fit(Black/Deep Brown,32\"-38\" Waist Adjustable)", "asin": "B0DCV8JLM8", "price": "$29.99", "quantity": ""}, {"title": "BULLIANT Men's Ratchet Belt 2 Pack-Click Leather Belt Adjustable for Men Gift 1 3/8-Cut for Perfect Fit(Black/Tawny,38\"-44\" Waist Adjustable)", "asin": "B0CRYJB3B7", "price": "$33.99", "quantity": ""}, {"title": "Bullhide Belts Mens Leather Belt for Casual Dress, 1.25\" Wide, Black, 44 Inches", "asin": "B07WNR5Z4D", "price": "$99.99", "quantity": ""}, {"title": "HIMI Men's Comfort Genuine Leather Ratchet Dress Belt with Automatic Click Buckle (Suit Pant Size 28\"-44\", Style 2 -Black)", "asin": "B07H4LXH7X", "price": "$14.99", "quantity": ""}, {"title": "MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\" to 38\" M807,115)", "asin": "B0BNG18J1X", "price": "$17.98", "quantity": ""}, {"title": "Bullhide Belts Mens Leather Belt for Work, Casual, Dress, 1.50\" Wide, Tan, 36\"", "asin": "B07YLY9MTT", "price": "$83.99", "quantity": ""}, {"title": "CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)", "asin": "B07W7K7V6Z", "price": "$19.99", "quantity": ""}, {"title": "BULLIANT Men Belt 2Pack,Ratchet Click Adjustable Belt Genuine Leather For Gift Men Dress Casual Tailless Design-Cut For Fit(Black/Deep Brown,32\"-38\" Waist Adjustable)", "asin": "B0DRBBN7BR", "price": "$29.99", "quantity": ""}, {"title": "CHAOREN Mens Dress Belt - Ratchet Belt Leather 1 1/4\" Comfort Click - Perfect Companion to Mens Dress Shoes", "asin": "B07YVD3RXG", "price": "$19.99", "quantity": ""}, {"title": "BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\" Hiding Tail-Cut For Fit(Black,32\"-38\" Waist Adjustable)", "asin": "B0DQ5B3GNF", "price": "$14.99", "quantity": ""}, {"title": "CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\" for Dress Pant - Micro Adjustable Belt Fit Everywhere", "asin": "B08JHX28C6", "price": "$14.99", "quantity": ""}, {"title": "Men\u2019s Belt Beltox Ratchet Dress Leather Buckle Belt Black Brown Blue 1 3/8\u201d Gift Box(Black Belt with Black Buckle,52-56 inch waist)", "asin": "B0B8NBL1J5", "price": "$17.99", "quantity": ""}, {"title": "CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)", "asin": "B07MBPL3KG", "price": "$29.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-15T17:59:08.328Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B07C6GZ57N</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>purchase</answer_action><answer_argument>B07C6GZ57N</answer_argument>", "index": 2807, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.79\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box\"},\n{\"price\": \"$16.99\"},\n{\"bullet_list\": \"TRIM TO FIT - You can trim the strap length by yourself to fit your size if the belt strap is too long for you. NO MORE HOLES - Lavemi's Fashion Ratchet Belt provides 38 unique adjustments for a superb comfortable fit. Easy removable buckle allows you to cut the belt to your ideal size to give a primmer and custom tailored appearance! EASY USE - Just slide the belt into the buckle and pull the belt through, the buckle simply auto locks the belt, to release the belt, gently push the lever on the side of the buckle and lock will snap. Simple, smooth and sleek! MAXIMUM DURABILITY - Leather strap is a bit wider than 1 2/5\\\" presenting the perfect look of a fine, genuine leather quality belt, complemented with an HIGHLY FASHIONABLE stylish, buckle that is elegantly designed with class. Scratch resistant buckles made to last. GIFT BOX - Make a big impression! Enclosed in a lovely, attractive gift box.\"},\n{\"asin\": \"B07C6GZ57N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"},\n{\"Color\": \"Black Style11\"}],\n\"promotion_items\": [{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B08LHBSYNK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"KEMISANT Men Belt 2 Pack, Leather Ratchet Belt Easy Click Slide For Men 1 3/8\\\",Cut for Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DCV8JLM8\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Ratchet Belt 2 Pack-Click Leather Belt Adjustable for Men Gift 1 3/8-Cut for Perfect Fit(Black/Tawny,38\\\"-44\\\" Waist Adjustable)\", \"asin\": \"B0CRYJB3B7\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Bullhide Belts Mens Leather Belt for Casual Dress, 1.25\\\" Wide, Black, 44 Inches\", \"asin\": \"B07WNR5Z4D\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"HIMI Men's Comfort Genuine Leather Ratchet Dress Belt with Automatic Click Buckle (Suit Pant Size 28\\\"-44\\\", Style 2 -Black)\", \"asin\": \"B07H4LXH7X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"MILORDE Men's Genuine Leather Ratchet Belt (Essential Matte - Basic Black, 32\\\" to 38\\\" M807,115)\", \"asin\": \"B0BNG18J1X\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Bullhide Belts Mens Leather Belt for Work, Casual, Dress, 1.50\\\" Wide, Tan, 36\\\"\", \"asin\": \"B07YLY9MTT\", \"price\": \"$83.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt Leather Ratchet Belt - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07W7K7V6Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt 2Pack,Ratchet Click Adjustable Belt Genuine Leather For Gift Men Dress Casual Tailless Design-Cut For Fit(Black/Deep Brown,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DRBBN7BR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Dress Belt - Ratchet Belt Leather 1 1/4\\\" Comfort Click - Perfect Companion to Mens Dress Shoes\", \"asin\": \"B07YVD3RXG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men Belt-Ratchet Leather Adjustable Belt tailless For Gift Men Dress Casual Jeans 1 3/8\\\" Hiding Tail-Cut For Fit(Black,32\\\"-38\\\" Waist Adjustable)\", \"asin\": \"B0DQ5B3GNF\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Mens Belt - Mens Ratchet Belt Leather 1 3/8\\\" for Dress Pant - Micro Adjustable Belt Fit Everywhere\", \"asin\": \"B08JHX28C6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Men\\u2019s Belt Beltox Ratchet Dress Leather Buckle Belt Black Brown Blue 1 3/8\\u201d Gift Box(Black Belt with Black Buckle,52-56 inch waist)\", \"asin\": \"B0B8NBL1J5\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"CHAOREN Leather Ratchet Belt Men 2 Pack - Customizable Fit, Effortless Style (35mm)\", \"asin\": \"B07MBPL3KG\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T17:59:08.328Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:02:46.682Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T00:02:46.682Z
click
nav_bar
rule
2025-04-20T00:02:46.682Z
train
2,808
2025-04-20T00:02:46.682Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T00:02:46.682Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2808, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:02:46.682Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)\", \"asin\": \"B06XH8VQCJ\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean\"},\n{\"price\": \"$30.44\"},\n{\"bullet_list\": \"REGULAR FIT. This classic five-pocket jean is constructed with a regular fit through the seat and thigh, made to sit at the natural waist. DURABLE MATERIALS. Built with durable cotton denim, this regular fit jean will hold up over time -- even through long days on the job. FUNCTIONAL COMFORT. Great for long days on the job or working in the yard, this cotton jean keeps you comfortable throughout any task. Made with breathable cotton for a timeless fit and all day comfort. HEAVY-DUTY HARDWARE. Finished with a zipper fly, button closure and embroidered back pockets. FIVE POCKET STYLING. This jean is constructed with an authentic five pocket styling: (1) watch pocket, (2) front scoop pockets, (3) back patch pockets.\"},\n{\"asin\": \"B00XKXN8RQ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"33W x 30L\"},\n{\"Color\": \"Light Stonewash\"}],\n\"promotion_items\": [{\"title\": \"General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30\", \"asin\": \"B0DHSKHJGG\", \"price\": \"$74.00\", \"quantity\": \"\"},\n{\"title\": \"Tapata Men's Relaxed Fit Cargo Jeans Elastic Waist 6 Pockets Straight Leg Work Utility Pants, Blue, 40W x 28L\", \"asin\": \"B0D9H9QD51\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L\", \"asin\": \"B0B7D9V8RC\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Soojun Mens Casual Loose Fit Elastic Waist Jeans Denim Pants, Denim Blue, 36W x 30L\", \"asin\": \"B08197KH75\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"voeeron Mens Elastic Waist Jeans Relaxed Fit Men's Jeans with Elastic Waist with Zipper and Button, Medium Washed, 42W x 32L\", \"asin\": \"B0CBJZWN8X\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Mugsy Fultons Men\\u2019s Jean - Classic Fit Blue Denim Jeans for Men - Comfortable & Flexible Pants for Men - True to Size\", \"asin\": \"B0D6SQV99N\", \"price\": \"$128.00\", \"quantity\": \"\"},\n{\"title\": \"Urban Star Mens Jeans Relaxed Fit \\u2013 Straight Leg Stretch Jeans for Men \\u2013 Ultimate Comfort Superflex Pants Grey 38W x 30L\", \"asin\": \"B01N4L1AA0\", \"price\": \"$31.00\", \"quantity\": \"\"},\n{\"title\": \"Tapata Mens Cargo Jeans Loose Straight Leg Denim Work Casual Pants Elastic Waist Cotton 6 Pockets Slacks, Light Blue, 34W x 28L\", \"asin\": \"B0DPQTMDT9\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 541 Athletic Fit Jeans (Also Available in Big & Tall), Future Self\", \"asin\": \"B0D3RJCK3B\", \"price\": \"$48.65\", \"quantity\": \"\"},\n{\"title\": \"Kenneth Cole Mens Jeans Athletic Fit - Stretch Denim Jeans for Men - Grey Jeans for Men (Laight - Grey, 29x28)\", \"asin\": \"B0BL56DZBM\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Urban Star Mens Jeans Relaxed Fit \\u2013 Straight Leg Stretch Jeans for Men \\u2013 Ultimate Comfort Superflex Pants Grey 34W x 30L\", \"asin\": \"B08WHX11DK\", \"price\": \"$31.00\", \"quantity\": \"\"},\n{\"title\": \"General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30\", \"asin\": \"B0DHSKHJGG\", \"price\": \"$74.00\", \"quantity\": \"\"},\n{\"title\": \"Soojun Mens Casual Loose Fit Elastic Waist Jeans Denim Pants, Denim Blue, 36W x 30L\", \"asin\": \"B08197KH75\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L\", \"asin\": \"B0B7D9V8RC\", \"price\": \"$28.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:14.894Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T00:04:14.894Z
click
product_option
rule
2025-04-20T00:04:14.894Z
train
2,809
2025-04-20T00:04:14.894Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)", "asin": "B06XH8VQCJ", "price": "$16.99", "quantity": "1"}, {"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean"}, {"price": "$30.44"}, {"bullet_list": "REGULAR FIT. This classic five-pocket jean is constructed with a regular fit through the seat and thigh, made to sit at the natural waist. DURABLE MATERIALS. Built with durable cotton denim, this regular fit jean will hold up over time -- even through long days on the job. FUNCTIONAL COMFORT. Great for long days on the job or working in the yard, this cotton jean keeps you comfortable throughout any task. Made with breathable cotton for a timeless fit and all day comfort. HEAVY-DUTY HARDWARE. Finished with a zipper fly, button closure and embroidered back pockets. FIVE POCKET STYLING. This jean is constructed with an authentic five pocket styling: (1) watch pocket, (2) front scoop pockets, (3) back patch pockets."}, {"asin": "B00XKXN8RQ"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "33W x 30L"}, {"Color": "Light Stonewash"}], "promotion_items": [{"title": "General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30", "asin": "B0DHSKHJGG", "price": "$74.00", "quantity": ""}, {"title": "Tapata Men's Relaxed Fit Cargo Jeans Elastic Waist 6 Pockets Straight Leg Work Utility Pants, Blue, 40W x 28L", "asin": "B0D9H9QD51", "price": "$40.99", "quantity": ""}, {"title": "Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L", "asin": "B0B7D9V8RC", "price": "$28.99", "quantity": ""}, {"title": "Soojun Mens Casual Loose Fit Elastic Waist Jeans Denim Pants, Denim Blue, 36W x 30L", "asin": "B08197KH75", "price": "$31.99", "quantity": ""}, {"title": "voeeron Mens Elastic Waist Jeans Relaxed Fit Men's Jeans with Elastic Waist with Zipper and Button, Medium Washed, 42W x 32L", "asin": "B0CBJZWN8X", "price": "$32.99", "quantity": ""}, {"title": "Mugsy Fultons Men\u2019s Jean - Classic Fit Blue Denim Jeans for Men - Comfortable & Flexible Pants for Men - True to Size", "asin": "B0D6SQV99N", "price": "$128.00", "quantity": ""}, {"title": "Urban Star Mens Jeans Relaxed Fit \u2013 Straight Leg Stretch Jeans for Men \u2013 Ultimate Comfort Superflex Pants Grey 38W x 30L", "asin": "B01N4L1AA0", "price": "$31.00", "quantity": ""}, {"title": "Tapata Mens Cargo Jeans Loose Straight Leg Denim Work Casual Pants Elastic Waist Cotton 6 Pockets Slacks, Light Blue, 34W x 28L", "asin": "B0DPQTMDT9", "price": "$40.99", "quantity": ""}, {"title": "Levi's Men's 541 Athletic Fit Jeans (Also Available in Big & Tall), Future Self", "asin": "B0D3RJCK3B", "price": "$48.65", "quantity": ""}, {"title": "Kenneth Cole Mens Jeans Athletic Fit - Stretch Denim Jeans for Men - Grey Jeans for Men (Laight - Grey, 29x28)", "asin": "B0BL56DZBM", "price": "$26.99", "quantity": ""}, {"title": "Urban Star Mens Jeans Relaxed Fit \u2013 Straight Leg Stretch Jeans for Men \u2013 Ultimate Comfort Superflex Pants Grey 34W x 30L", "asin": "B08WHX11DK", "price": "$31.00", "quantity": ""}, {"title": "General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30", "asin": "B0DHSKHJGG", "price": "$74.00", "quantity": ""}, {"title": "Soojun Mens Casual Loose Fit Elastic Waist Jeans Denim Pants, Denim Blue, 36W x 30L", "asin": "B08197KH75", "price": "$31.99", "quantity": ""}, {"title": "Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L", "asin": "B0B7D9V8RC", "price": "$28.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T00:04:14.894Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2809, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)\", \"asin\": \"B06XH8VQCJ\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean\"},\n{\"price\": \"$30.44\"},\n{\"bullet_list\": \"REGULAR FIT. This classic five-pocket jean is constructed with a regular fit through the seat and thigh, made to sit at the natural waist. DURABLE MATERIALS. Built with durable cotton denim, this regular fit jean will hold up over time -- even through long days on the job. FUNCTIONAL COMFORT. Great for long days on the job or working in the yard, this cotton jean keeps you comfortable throughout any task. Made with breathable cotton for a timeless fit and all day comfort. HEAVY-DUTY HARDWARE. Finished with a zipper fly, button closure and embroidered back pockets. FIVE POCKET STYLING. This jean is constructed with an authentic five pocket styling: (1) watch pocket, (2) front scoop pockets, (3) back patch pockets.\"},\n{\"asin\": \"B00XKXN8RQ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"33W x 30L\"},\n{\"Color\": \"Light Stonewash\"}],\n\"promotion_items\": [{\"title\": \"General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30\", \"asin\": \"B0DHSKHJGG\", \"price\": \"$74.00\", \"quantity\": \"\"},\n{\"title\": \"Tapata Men's Relaxed Fit Cargo Jeans Elastic Waist 6 Pockets Straight Leg Work Utility Pants, Blue, 40W x 28L\", \"asin\": \"B0D9H9QD51\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L\", \"asin\": \"B0B7D9V8RC\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Soojun Mens Casual Loose Fit Elastic Waist Jeans Denim Pants, Denim Blue, 36W x 30L\", \"asin\": \"B08197KH75\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"voeeron Mens Elastic Waist Jeans Relaxed Fit Men's Jeans with Elastic Waist with Zipper and Button, Medium Washed, 42W x 32L\", \"asin\": \"B0CBJZWN8X\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Mugsy Fultons Men\\u2019s Jean - Classic Fit Blue Denim Jeans for Men - Comfortable & Flexible Pants for Men - True to Size\", \"asin\": \"B0D6SQV99N\", \"price\": \"$128.00\", \"quantity\": \"\"},\n{\"title\": \"Urban Star Mens Jeans Relaxed Fit \\u2013 Straight Leg Stretch Jeans for Men \\u2013 Ultimate Comfort Superflex Pants Grey 38W x 30L\", \"asin\": \"B01N4L1AA0\", \"price\": \"$31.00\", \"quantity\": \"\"},\n{\"title\": \"Tapata Mens Cargo Jeans Loose Straight Leg Denim Work Casual Pants Elastic Waist Cotton 6 Pockets Slacks, Light Blue, 34W x 28L\", \"asin\": \"B0DPQTMDT9\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 541 Athletic Fit Jeans (Also Available in Big & Tall), Future Self\", \"asin\": \"B0D3RJCK3B\", \"price\": \"$48.65\", \"quantity\": \"\"},\n{\"title\": \"Kenneth Cole Mens Jeans Athletic Fit - Stretch Denim Jeans for Men - Grey Jeans for Men (Laight - Grey, 29x28)\", \"asin\": \"B0BL56DZBM\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Urban Star Mens Jeans Relaxed Fit \\u2013 Straight Leg Stretch Jeans for Men \\u2013 Ultimate Comfort Superflex Pants Grey 34W x 30L\", \"asin\": \"B08WHX11DK\", \"price\": \"$31.00\", \"quantity\": \"\"},\n{\"title\": \"General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30\", \"asin\": \"B0DHSKHJGG\", \"price\": \"$74.00\", \"quantity\": \"\"},\n{\"title\": \"Soojun Mens Casual Loose Fit Elastic Waist Jeans Denim Pants, Denim Blue, 36W x 30L\", \"asin\": \"B08197KH75\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L\", \"asin\": \"B0B7D9V8RC\", \"price\": \"$28.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:14.894Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)\", \"asin\": \"B06XH8VQCJ\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean\"},\n{\"price\": \"$30.44\"},\n{\"bullet_list\": \"REGULAR FIT. This classic five-pocket jean is constructed with a regular fit through the seat and thigh, made to sit at the natural waist. DURABLE MATERIALS. Built with durable cotton denim, this regular fit jean will hold up over time -- even through long days on the job. FUNCTIONAL COMFORT. Great for long days on the job or working in the yard, this cotton jean keeps you comfortable throughout any task. Made with breathable cotton for a timeless fit and all day comfort. HEAVY-DUTY HARDWARE. Finished with a zipper fly, button closure and embroidered back pockets. FIVE POCKET STYLING. This jean is constructed with an authentic five pocket styling: (1) watch pocket, (2) front scoop pockets, (3) back patch pockets.\"},\n{\"asin\": \"B00XKXKG94\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"33W x 30L\"},\n{\"Color\": \"Light Stonewash\"}],\n\"promotion_items\": [{\"title\": \"General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30\", \"asin\": \"B0DHSKHJGG\", \"price\": \"$74.00\", \"quantity\": \"\"},\n{\"title\": \"Tapata Mens Cargo Jeans Loose Straight Leg Denim Work Casual Pants Elastic Waist Cotton 6 Pockets Slacks, Light Blue, 36W x 34L\", \"asin\": \"B0DPQQWC4S\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"voeeron Mens Elastic Waist Jeans Relaxed Fit Men's Jeans with Elastic Waist with Zipper and Button, Medium Washed, 32W x 30L\", \"asin\": \"B0CBJZTDDS\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L\", \"asin\": \"B0B7D9V8RC\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 505 Regular Fit Jeans (Also Available in Big & Tall), Nail Loop Knot-Dark Indigo, 34W x 30L\", \"asin\": \"B08BF47YL8\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Dickies Men's Relaxed Fit Carpenter Jean, Stone Washed Indigo Blue, 36W x 34L\", \"asin\": \"B000OG3GF6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 550 Relaxed Fit Jeans (Also Available in Big & Tall), Dark Stonewash, 30W x 30L\", \"asin\": \"B0018OHGJK\", \"price\": \"$48.65\", \"quantity\": \"\"},\n{\"title\": \"General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30\", \"asin\": \"B0DHSKHJGG\", \"price\": \"$74.00\", \"quantity\": \"\"},\n{\"title\": \"Tapata Mens Cargo Jeans Loose Straight Leg Denim Work Casual Pants Elastic Waist Cotton 6 Pockets Slacks, Light Blue, 36W x 34L\", \"asin\": \"B0DPQQWC4S\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Mens Jeans - Men's Stretch Jeans Slim Fit Stretchy Tapered Ultra-Soft Wash Indigo Denim Pants (32W X 30L, Black)\", \"asin\": \"B0DFNN977K\", \"price\": \"$89.95\", \"quantity\": \"\"},\n{\"title\": \"Urban Star Mens Jeans Relaxed Fit \\u2013 Straight Leg Stretch Jeans for Men \\u2013 Ultimate Comfort Superflex Pants Medium Blue 32W x 30L\", \"asin\": \"B09HRK2259\", \"price\": \"$31.00\", \"quantity\": \"\"},\n{\"title\": \"GENUWII Men's Stretch Jeans Regular Fit Mid Rise Work Jeans for Men, Blue Denim Pants (Majolica Blue,36)\", \"asin\": \"B0DSK7T6CJ\", \"price\": \"$36.54\", \"quantity\": \"\"},\n{\"title\": \"Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L\", \"asin\": \"B0B7D9V8RC\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Mugsy Fultons Men\\u2019s Jean - Classic Fit Blue Denim Jeans for Men - Comfortable & Flexible Pants for Men - True to Size\", \"asin\": \"B0D6SVM5KW\", \"price\": \"$128.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:19.068Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T00:04:19.068Z
purchase
B00XKXKG94
rule
2025-04-20T00:04:19.068Z
train
2,810
2025-04-20T00:04:19.068Z
purchase
B00XKXKG94
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"} {"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"} {"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"} {"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"} {"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"} {"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"} {"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"} {"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"} {"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)", "asin": "B06XH8VQCJ", "price": "$16.99", "quantity": "1"}, {"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "product_details": [{"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean"}, {"price": "$30.44"}, {"bullet_list": "REGULAR FIT. This classic five-pocket jean is constructed with a regular fit through the seat and thigh, made to sit at the natural waist. DURABLE MATERIALS. Built with durable cotton denim, this regular fit jean will hold up over time -- even through long days on the job. FUNCTIONAL COMFORT. Great for long days on the job or working in the yard, this cotton jean keeps you comfortable throughout any task. Made with breathable cotton for a timeless fit and all day comfort. HEAVY-DUTY HARDWARE. Finished with a zipper fly, button closure and embroidered back pockets. FIVE POCKET STYLING. This jean is constructed with an authentic five pocket styling: (1) watch pocket, (2) front scoop pockets, (3) back patch pockets."}, {"asin": "B00XKXKG94"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "33W x 30L"}, {"Color": "Light Stonewash"}], "promotion_items": [{"title": "General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30", "asin": "B0DHSKHJGG", "price": "$74.00", "quantity": ""}, {"title": "Tapata Mens Cargo Jeans Loose Straight Leg Denim Work Casual Pants Elastic Waist Cotton 6 Pockets Slacks, Light Blue, 36W x 34L", "asin": "B0DPQQWC4S", "price": "$40.99", "quantity": ""}, {"title": "voeeron Mens Elastic Waist Jeans Relaxed Fit Men's Jeans with Elastic Waist with Zipper and Button, Medium Washed, 32W x 30L", "asin": "B0CBJZTDDS", "price": "$32.99", "quantity": ""}, {"title": "Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L", "asin": "B0B7D9V8RC", "price": "$28.99", "quantity": ""}, {"title": "Levi's Men's 505 Regular Fit Jeans (Also Available in Big & Tall), Nail Loop Knot-Dark Indigo, 34W x 30L", "asin": "B08BF47YL8", "price": "$44.99", "quantity": ""}, {"title": "Dickies Men's Relaxed Fit Carpenter Jean, Stone Washed Indigo Blue, 36W x 34L", "asin": "B000OG3GF6", "price": "$34.99", "quantity": ""}, {"title": "Levi's Men's 550 Relaxed Fit Jeans (Also Available in Big & Tall), Dark Stonewash, 30W x 30L", "asin": "B0018OHGJK", "price": "$48.65", "quantity": ""}, {"title": "General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30", "asin": "B0DHSKHJGG", "price": "$74.00", "quantity": ""}, {"title": "Tapata Mens Cargo Jeans Loose Straight Leg Denim Work Casual Pants Elastic Waist Cotton 6 Pockets Slacks, Light Blue, 36W x 34L", "asin": "B0DPQQWC4S", "price": "$40.99", "quantity": ""}, {"title": "INTO THE AM Mens Jeans - Men's Stretch Jeans Slim Fit Stretchy Tapered Ultra-Soft Wash Indigo Denim Pants (32W X 30L, Black)", "asin": "B0DFNN977K", "price": "$89.95", "quantity": ""}, {"title": "Urban Star Mens Jeans Relaxed Fit \u2013 Straight Leg Stretch Jeans for Men \u2013 Ultimate Comfort Superflex Pants Medium Blue 32W x 30L", "asin": "B09HRK2259", "price": "$31.00", "quantity": ""}, {"title": "GENUWII Men's Stretch Jeans Regular Fit Mid Rise Work Jeans for Men, Blue Denim Pants (Majolica Blue,36)", "asin": "B0DSK7T6CJ", "price": "$36.54", "quantity": ""}, {"title": "Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L", "asin": "B0B7D9V8RC", "price": "$28.99", "quantity": ""}, {"title": "Mugsy Fultons Men\u2019s Jean - Classic Fit Blue Denim Jeans for Men - Comfortable & Flexible Pants for Men - True to Size", "asin": "B0D6SVM5KW", "price": "$128.00", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T00:04:19.068Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B00XKXKG94</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>purchase</answer_action><answer_argument>B00XKXKG94</answer_argument>", "index": 2810, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)\", \"asin\": \"B06XH8VQCJ\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean\"},\n{\"price\": \"$30.44\"},\n{\"bullet_list\": \"REGULAR FIT. This classic five-pocket jean is constructed with a regular fit through the seat and thigh, made to sit at the natural waist. DURABLE MATERIALS. Built with durable cotton denim, this regular fit jean will hold up over time -- even through long days on the job. FUNCTIONAL COMFORT. Great for long days on the job or working in the yard, this cotton jean keeps you comfortable throughout any task. Made with breathable cotton for a timeless fit and all day comfort. HEAVY-DUTY HARDWARE. Finished with a zipper fly, button closure and embroidered back pockets. FIVE POCKET STYLING. This jean is constructed with an authentic five pocket styling: (1) watch pocket, (2) front scoop pockets, (3) back patch pockets.\"},\n{\"asin\": \"B00XKXKG94\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"33W x 30L\"},\n{\"Color\": \"Light Stonewash\"}],\n\"promotion_items\": [{\"title\": \"General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30\", \"asin\": \"B0DHSKHJGG\", \"price\": \"$74.00\", \"quantity\": \"\"},\n{\"title\": \"Tapata Mens Cargo Jeans Loose Straight Leg Denim Work Casual Pants Elastic Waist Cotton 6 Pockets Slacks, Light Blue, 36W x 34L\", \"asin\": \"B0DPQQWC4S\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"voeeron Mens Elastic Waist Jeans Relaxed Fit Men's Jeans with Elastic Waist with Zipper and Button, Medium Washed, 32W x 30L\", \"asin\": \"B0CBJZTDDS\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L\", \"asin\": \"B0B7D9V8RC\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 505 Regular Fit Jeans (Also Available in Big & Tall), Nail Loop Knot-Dark Indigo, 34W x 30L\", \"asin\": \"B08BF47YL8\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Dickies Men's Relaxed Fit Carpenter Jean, Stone Washed Indigo Blue, 36W x 34L\", \"asin\": \"B000OG3GF6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 550 Relaxed Fit Jeans (Also Available in Big & Tall), Dark Stonewash, 30W x 30L\", \"asin\": \"B0018OHGJK\", \"price\": \"$48.65\", \"quantity\": \"\"},\n{\"title\": \"General Denim Works Bridge Men's Regular Rise Straight Leg Jeans, Mid Denim, 42x30\", \"asin\": \"B0DHSKHJGG\", \"price\": \"$74.00\", \"quantity\": \"\"},\n{\"title\": \"Tapata Mens Cargo Jeans Loose Straight Leg Denim Work Casual Pants Elastic Waist Cotton 6 Pockets Slacks, Light Blue, 36W x 34L\", \"asin\": \"B0DPQQWC4S\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Mens Jeans - Men's Stretch Jeans Slim Fit Stretchy Tapered Ultra-Soft Wash Indigo Denim Pants (32W X 30L, Black)\", \"asin\": \"B0DFNN977K\", \"price\": \"$89.95\", \"quantity\": \"\"},\n{\"title\": \"Urban Star Mens Jeans Relaxed Fit \\u2013 Straight Leg Stretch Jeans for Men \\u2013 Ultimate Comfort Superflex Pants Medium Blue 32W x 30L\", \"asin\": \"B09HRK2259\", \"price\": \"$31.00\", \"quantity\": \"\"},\n{\"title\": \"GENUWII Men's Stretch Jeans Regular Fit Mid Rise Work Jeans for Men, Blue Denim Pants (Majolica Blue,36)\", \"asin\": \"B0DSK7T6CJ\", \"price\": \"$36.54\", \"quantity\": \"\"},\n{\"title\": \"Soojun Men's Flex Waistband Relaxed Fit Straight Leg Jeans, Medium Stonewash, 38W x 30L\", \"asin\": \"B0B7D9V8RC\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Mugsy Fultons Men\\u2019s Jean - Classic Fit Blue Denim Jeans for Men - Comfortable & Flexible Pants for Men - True to Size\", \"asin\": \"B0D6SVM5KW\", \"price\": \"$128.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:19.068Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"HUNGSON Men's Ripped Skinny Jeans Stretchy Slim Fit Jeans Pants for Men\", \"asin\": \"B07R46GK4W\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"AITITIA Men's Biker Zipper Deco Washed Straight Fit Jeans\", \"asin\": \"B07J4SH23R\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"HUNGSON Men's Blue Slim Fit Jeans Stretch Destroyed Ripped Skinny Jeans Side Striped Denim Pants\", \"asin\": \"B09B1WG2ST\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"GINGTTO Men's Ripped Jeans Slim Fit Skinny Stretch Jeans Pants\", \"asin\": \"B07DVL4M1H\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"HUNGSON Men Skinny Slim Fit Casual Jeans Dyeing Stretch Straight Fashion Denim Pants\", \"asin\": \"B0BVPN5VZK\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"HENGAO Men's Ripped Jeans Slim Fit Stretch Straight Fit Denim Pants\", \"asin\": \"B07T3TWPPC\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Mavi Men's Jake Regular Rise Slim Leg Jeans\", \"asin\": \"B08SHLK6JQ\", \"price\": \"$86.99\", \"quantity\": \"\"},\n{\"title\": \"Mavi Men's Zach Regular Rise Straight Leg Jeans\", \"asin\": \"B08VJKF469\", \"price\": \"$86.99\", \"quantity\": \"\"},\n{\"title\": \"DANT BULUN Men's Ripped Distressed Destroyed Slim Fit Straight Leg Denim Jeans\", \"asin\": \"B07MZ6X3R9\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Super Multi-Corrective Cream, Anti-Aging Wrinkle Reducing Face and Neck Cream, Evens Skin Tone, Smooths Skin Texture, Fast-Absorbing and Lightweight, For All Skin Types, Paraben-free\", \"asin\": \"\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Facial Fuel Moisturizer, Men's Face Cream, with Vitamin C and Caffeine that Contain Antioxidants to Help Energize and Reduce Dullness, Non-Greasy, Paraben-free, Sulfate-free\", \"asin\": \"\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Lee Men's Regular Fit Straight Leg Jean\", \"asin\": \"\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Comfort Flex Waist Relaxed Fit Jean\", \"asin\": \"\", \"price\": \"$30.96\", \"quantity\": \"\"},\n{\"title\": \"Rustler Men's Classic Regular Fit\", \"asin\": \"\", \"price\": \"$18.62\", \"quantity\": \"\"},\n{\"title\": \"Winner Soft Face Towels - 100% USA Cotton Dry Wipes, 600 Count Unscented Cotton Tissues for Sensitive Skin, OEKO-TEX Certified Face Towelettes Disposable, Makeup Remover Facial Towels, 6 Pack\", \"asin\": \"\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Paula's Choice SKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant-Facial Exfoliant for Blackheads, Enlarged Pores, Wrinkles & Fine Lines\", \"asin\": \"\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Toner with Squalane, Gentle Alcohol-free Face Toner, Hydrates Skin and Refines Skin Texture, Non-stripping Formula, with Avocado Oil & Vitamin E, Paraben-free, Fragrance-free\", \"asin\": \"\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Men's Classic 5-Pocket Regular Fit Cotton Jean\", \"asin\": \"\", \"price\": \"$30.44\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 550 Relaxed Fit Jeans (Also Available in Big & Tall)\", \"asin\": \"\", \"price\": \"$48.65\", \"quantity\": \"\"},\n{\"title\": \"Lee Men's Regular Fit Straight Leg Jean\", \"asin\": \"\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Regular Fit Comfort Flex Waist Jean\", \"asin\": \"\", \"price\": \"$31.55\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 501 Original Fit Jeans (Also Available in Big & Tall)\", \"asin\": \"\", \"price\": \"$45.30\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Comfort Flex Waist Relaxed Fit Jean\", \"asin\": \"\", \"price\": \"$30.96\", \"quantity\": \"\"},\n{\"title\": \"Rustler Men's Classic Regular Fit\", \"asin\": \"\", \"price\": \"$18.62\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Fleece Lined Five Pocket Jean\", \"asin\": \"\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Men's 13MWZ Cowboy Cut Original Fit Jeans\", \"asin\": \"\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Straight-Fit Stretch Jean\", \"asin\": \"\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Fleece Lined Five Pocket Jean\", \"asin\": \"\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Men's Classic 5-Pocket Relaxed Fit Cotton Jean\", \"asin\": \"\", \"price\": \"$30.44\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Rustler Men's Classic Relaxed Fit Jean\", \"asin\": \"\", \"price\": \"$13.70\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Cotton Tag-Free Briefs Underwear, Multipacks\", \"asin\": \"\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Straight Fit 5-Pocket Stretch Twill Pants\", \"asin\": \"\", \"price\": \"$23.70\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Straight-Fit 5-Pocket Comfort Stretch Chino Pant (Previously Goodthreads)\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Classic-Fit Wrinkle-Resistant Flat-Front Chino Pant (Available in Big & Tall)\", \"asin\": \"\", \"price\": \"$29.70\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:32.784Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T00:04:32.784Z
click
nav_bar
rule
2025-04-20T00:04:32.784Z
train
2,811
2025-04-20T00:04:32.784Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "HUNGSON Men's Ripped Skinny Jeans Stretchy Slim Fit Jeans Pants for Men", "asin": "B07R46GK4W", "price": "$33.99", "quantity": ""}, {"title": "AITITIA Men's Biker Zipper Deco Washed Straight Fit Jeans", "asin": "B07J4SH23R", "price": "$34.19", "quantity": ""}, {"title": "HUNGSON Men's Blue Slim Fit Jeans Stretch Destroyed Ripped Skinny Jeans Side Striped Denim Pants", "asin": "B09B1WG2ST", "price": "$35.99", "quantity": ""}, {"title": "GINGTTO Men's Ripped Jeans Slim Fit Skinny Stretch Jeans Pants", "asin": "B07DVL4M1H", "price": "$34.99", "quantity": ""}, {"title": "HUNGSON Men Skinny Slim Fit Casual Jeans Dyeing Stretch Straight Fashion Denim Pants", "asin": "B0BVPN5VZK", "price": "$35.99", "quantity": ""}, {"title": "HENGAO Men's Ripped Jeans Slim Fit Stretch Straight Fit Denim Pants", "asin": "B07T3TWPPC", "price": "$36.99", "quantity": ""}, {"title": "Mavi Men's Jake Regular Rise Slim Leg Jeans", "asin": "B08SHLK6JQ", "price": "$86.99", "quantity": ""}, {"title": "Mavi Men's Zach Regular Rise Straight Leg Jeans", "asin": "B08VJKF469", "price": "$86.99", "quantity": ""}, {"title": "DANT BULUN Men's Ripped Distressed Destroyed Slim Fit Straight Leg Denim Jeans", "asin": "B07MZ6X3R9", "price": "$32.99", "quantity": ""}, {"title": "Kiehl's Super Multi-Corrective Cream, Anti-Aging Wrinkle Reducing Face and Neck Cream, Evens Skin Tone, Smooths Skin Texture, Fast-Absorbing and Lightweight, For All Skin Types, Paraben-free", "asin": "", "price": "$76.00", "quantity": ""}, {"title": "Kiehl's Facial Fuel Moisturizer, Men's Face Cream, with Vitamin C and Caffeine that Contain Antioxidants to Help Energize and Reduce Dullness, Non-Greasy, Paraben-free, Sulfate-free", "asin": "", "price": "$52.00", "quantity": ""}, {"title": "Lee Men's Regular Fit Straight Leg Jean", "asin": "", "price": "$34.90", "quantity": ""}, {"title": "Wrangler Authentics Men's Comfort Flex Waist Relaxed Fit Jean", "asin": "", "price": "$30.96", "quantity": ""}, {"title": "Rustler Men's Classic Regular Fit", "asin": "", "price": "$18.62", "quantity": ""}, {"title": "Winner Soft Face Towels - 100% USA Cotton Dry Wipes, 600 Count Unscented Cotton Tissues for Sensitive Skin, OEKO-TEX Certified Face Towelettes Disposable, Makeup Remover Facial Towels, 6 Pack", "asin": "", "price": "$36.99", "quantity": ""}, {"title": "Paula's Choice SKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant-Facial Exfoliant for Blackheads, Enlarged Pores, Wrinkles & Fine Lines", "asin": "", "price": "$35.00", "quantity": ""}, {"title": "Kiehl's Ultra Facial Toner with Squalane, Gentle Alcohol-free Face Toner, Hydrates Skin and Refines Skin Texture, Non-stripping Formula, with Avocado Oil & Vitamin E, Paraben-free, Fragrance-free", "asin": "", "price": "$39.00", "quantity": ""}, {"title": "Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free", "asin": "", "price": "$26.00", "quantity": ""}, {"title": "Wrangler Men's Classic 5-Pocket Regular Fit Cotton Jean", "asin": "", "price": "$30.44", "quantity": ""}, {"title": "Levi's Men's 550 Relaxed Fit Jeans (Also Available in Big & Tall)", "asin": "", "price": "$48.65", "quantity": ""}, {"title": "Lee Men's Regular Fit Straight Leg Jean", "asin": "", "price": "$34.90", "quantity": ""}, {"title": "Wrangler Authentics Men's Regular Fit Comfort Flex Waist Jean", "asin": "", "price": "$31.55", "quantity": ""}, {"title": "Levi's Men's 501 Original Fit Jeans (Also Available in Big & Tall)", "asin": "", "price": "$45.30", "quantity": ""}, {"title": "Wrangler Authentics Men's Comfort Flex Waist Relaxed Fit Jean", "asin": "", "price": "$30.96", "quantity": ""}, {"title": "Rustler Men's Classic Regular Fit", "asin": "", "price": "$18.62", "quantity": ""}, {"title": "Wrangler Authentics Men's Fleece Lined Five Pocket Jean", "asin": "", "price": "$37.79", "quantity": ""}, {"title": "Wrangler Men's 13MWZ Cowboy Cut Original Fit Jeans", "asin": "", "price": "$29.98", "quantity": ""}, {"title": "Amazon Essentials Men's Straight-Fit Stretch Jean", "asin": "", "price": "$27.00", "quantity": ""}, {"title": "Wrangler Authentics Men's Fleece Lined Five Pocket Jean", "asin": "", "price": "$37.79", "quantity": ""}, {"title": "Amazon Essentials Men's Athletic-Fit Stretch Jeans", "asin": "", "price": "$26.60", "quantity": ""}, {"title": "Wrangler Men's Classic 5-Pocket Relaxed Fit Cotton Jean", "asin": "", "price": "$30.44", "quantity": ""}, {"title": "Amazon Essentials Men's Athletic-Fit Stretch Jeans", "asin": "", "price": "$26.60", "quantity": ""}, {"title": "Rustler Men's Classic Relaxed Fit Jean", "asin": "", "price": "$13.70", "quantity": ""}, {"title": "Amazon Essentials Men's Athletic-Fit Stretch Jeans", "asin": "", "price": "$26.60", "quantity": ""}, {"title": "Amazon Essentials Men's Cotton Tag-Free Briefs Underwear, Multipacks", "asin": "", "price": "$19.90", "quantity": ""}, {"title": "Amazon Essentials Men's Athletic-Fit Stretch Jeans", "asin": "", "price": "$26.60", "quantity": ""}, {"title": "Amazon Essentials Men's Athletic-Fit Stretch Jeans", "asin": "", "price": "$26.60", "quantity": ""}, {"title": "Amazon Essentials Men's Athletic-Fit Stretch Jeans", "asin": "", "price": "$26.60", "quantity": ""}, {"title": "Amazon Essentials Men's Straight Fit 5-Pocket Stretch Twill Pants", "asin": "", "price": "$23.70", "quantity": ""}, {"title": "Amazon Essentials Men's Straight-Fit 5-Pocket Comfort Stretch Chino Pant (Previously Goodthreads)", "asin": "", "price": "$19.99", "quantity": ""}, {"title": "Amazon Essentials Men's Classic-Fit Wrinkle-Resistant Flat-Front Chino Pant (Available in Big & Tall)", "asin": "", "price": "$29.70", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T00:04:32.784Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2811, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"HUNGSON Men's Ripped Skinny Jeans Stretchy Slim Fit Jeans Pants for Men\", \"asin\": \"B07R46GK4W\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"AITITIA Men's Biker Zipper Deco Washed Straight Fit Jeans\", \"asin\": \"B07J4SH23R\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"HUNGSON Men's Blue Slim Fit Jeans Stretch Destroyed Ripped Skinny Jeans Side Striped Denim Pants\", \"asin\": \"B09B1WG2ST\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"GINGTTO Men's Ripped Jeans Slim Fit Skinny Stretch Jeans Pants\", \"asin\": \"B07DVL4M1H\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"HUNGSON Men Skinny Slim Fit Casual Jeans Dyeing Stretch Straight Fashion Denim Pants\", \"asin\": \"B0BVPN5VZK\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"HENGAO Men's Ripped Jeans Slim Fit Stretch Straight Fit Denim Pants\", \"asin\": \"B07T3TWPPC\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Mavi Men's Jake Regular Rise Slim Leg Jeans\", \"asin\": \"B08SHLK6JQ\", \"price\": \"$86.99\", \"quantity\": \"\"},\n{\"title\": \"Mavi Men's Zach Regular Rise Straight Leg Jeans\", \"asin\": \"B08VJKF469\", \"price\": \"$86.99\", \"quantity\": \"\"},\n{\"title\": \"DANT BULUN Men's Ripped Distressed Destroyed Slim Fit Straight Leg Denim Jeans\", \"asin\": \"B07MZ6X3R9\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Super Multi-Corrective Cream, Anti-Aging Wrinkle Reducing Face and Neck Cream, Evens Skin Tone, Smooths Skin Texture, Fast-Absorbing and Lightweight, For All Skin Types, Paraben-free\", \"asin\": \"\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Facial Fuel Moisturizer, Men's Face Cream, with Vitamin C and Caffeine that Contain Antioxidants to Help Energize and Reduce Dullness, Non-Greasy, Paraben-free, Sulfate-free\", \"asin\": \"\", \"price\": \"$52.00\", \"quantity\": \"\"},\n{\"title\": \"Lee Men's Regular Fit Straight Leg Jean\", \"asin\": \"\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Comfort Flex Waist Relaxed Fit Jean\", \"asin\": \"\", \"price\": \"$30.96\", \"quantity\": \"\"},\n{\"title\": \"Rustler Men's Classic Regular Fit\", \"asin\": \"\", \"price\": \"$18.62\", \"quantity\": \"\"},\n{\"title\": \"Winner Soft Face Towels - 100% USA Cotton Dry Wipes, 600 Count Unscented Cotton Tissues for Sensitive Skin, OEKO-TEX Certified Face Towelettes Disposable, Makeup Remover Facial Towels, 6 Pack\", \"asin\": \"\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Paula's Choice SKIN PERFECTING 2% BHA Liquid Salicylic Acid Exfoliant-Facial Exfoliant for Blackheads, Enlarged Pores, Wrinkles & Fine Lines\", \"asin\": \"\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Toner with Squalane, Gentle Alcohol-free Face Toner, Hydrates Skin and Refines Skin Texture, Non-stripping Formula, with Avocado Oil & Vitamin E, Paraben-free, Fragrance-free\", \"asin\": \"\", \"price\": \"$39.00\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"\", \"price\": \"$26.00\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Men's Classic 5-Pocket Regular Fit Cotton Jean\", \"asin\": \"\", \"price\": \"$30.44\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 550 Relaxed Fit Jeans (Also Available in Big & Tall)\", \"asin\": \"\", \"price\": \"$48.65\", \"quantity\": \"\"},\n{\"title\": \"Lee Men's Regular Fit Straight Leg Jean\", \"asin\": \"\", \"price\": \"$34.90\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Regular Fit Comfort Flex Waist Jean\", \"asin\": \"\", \"price\": \"$31.55\", \"quantity\": \"\"},\n{\"title\": \"Levi's Men's 501 Original Fit Jeans (Also Available in Big & Tall)\", \"asin\": \"\", \"price\": \"$45.30\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Comfort Flex Waist Relaxed Fit Jean\", \"asin\": \"\", \"price\": \"$30.96\", \"quantity\": \"\"},\n{\"title\": \"Rustler Men's Classic Regular Fit\", \"asin\": \"\", \"price\": \"$18.62\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Fleece Lined Five Pocket Jean\", \"asin\": \"\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Men's 13MWZ Cowboy Cut Original Fit Jeans\", \"asin\": \"\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Straight-Fit Stretch Jean\", \"asin\": \"\", \"price\": \"$27.00\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Fleece Lined Five Pocket Jean\", \"asin\": \"\", \"price\": \"$37.79\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Men's Classic 5-Pocket Relaxed Fit Cotton Jean\", \"asin\": \"\", \"price\": \"$30.44\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Rustler Men's Classic Relaxed Fit Jean\", \"asin\": \"\", \"price\": \"$13.70\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Cotton Tag-Free Briefs Underwear, Multipacks\", \"asin\": \"\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Athletic-Fit Stretch Jeans\", \"asin\": \"\", \"price\": \"$26.60\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Straight Fit 5-Pocket Stretch Twill Pants\", \"asin\": \"\", \"price\": \"$23.70\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Straight-Fit 5-Pocket Comfort Stretch Chino Pant (Previously Goodthreads)\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Classic-Fit Wrinkle-Resistant Flat-Front Chino Pant (Available in Big & Tall)\", \"asin\": \"\", \"price\": \"$29.70\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:32.784Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B074KL791C\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B07YH2YT8F\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.58\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens\", \"asin\": \"B0BVBZPX9B\", \"price\": \"$32.91\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZhaoCo Universal Case Cover for 6''-6.8\\\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green\", \"asin\": \"/promo/A3TS1P7BS879T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A1O3FB88RIK1I1\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.96\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Stonewash Mid, 33W x 30L\", \"asin\": \"B00XKXN8RQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"33W x 30L\"}, {\"Color\": \"Stonewash Mid\"}]},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Light Stonewash, 33W x 30L\", \"asin\": \"B00XKXKG94\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"33W x 30L\"}, {\"Color\": \"Light Stonewash\"}]},\n{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)\", \"asin\": \"B06XH8VQCJ\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"}, {\"Color\": \"Black Style11\"}]},\n{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 24 - 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Apr 24 - 28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:40.906Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T00:04:40.906Z
click
cart_page_select
rule
2025-04-20T00:04:40.906Z
train
2,812
2025-04-20T00:04:40.906Z
click
cart_page_select
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""}, {"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B074KL791C", "price": "$31.77", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B07YH2YT8F", "price": "$31.77", "quantity": ""}, {"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.58", "quantity": ""}, {"title": "Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens", "asin": "B0BVBZPX9B", "price": "$32.91", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "quantity": ""}, {"title": "ZhaoCo Universal Case Cover for 6''-6.8\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green", "asin": "/promo/A3TS1P7BS879T", "price": "$9.99", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$18.39", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "/promo/A1O3FB88RIK1I1", "price": "$10.97", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""}, {"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""}, {"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.96", "quantity": ""}], "active_items": [{"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Stonewash Mid, 33W x 30L", "asin": "B00XKXN8RQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Stonewash Mid"}]}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Light Stonewash, 33W x 30L", "asin": "B00XKXKG94", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Light Stonewash"}]}, {"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)", "asin": "B06XH8VQCJ", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}]}, {"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 20", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 24 - 25 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Apr 24 - 28", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "options": []}, {"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": []}, {"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]}, {"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$129.99", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": []}, {"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []}, {"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]}, {"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []}, {"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T00:04:40.906Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_page_select</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_page_select</answer_argument>", "index": 2812, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B074KL791C\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B07YH2YT8F\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.58\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens\", \"asin\": \"B0BVBZPX9B\", \"price\": \"$32.91\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZhaoCo Universal Case Cover for 6''-6.8\\\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green\", \"asin\": \"/promo/A3TS1P7BS879T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A1O3FB88RIK1I1\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.96\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Stonewash Mid, 33W x 30L\", \"asin\": \"B00XKXN8RQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"33W x 30L\"}, {\"Color\": \"Stonewash Mid\"}]},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Light Stonewash, 33W x 30L\", \"asin\": \"B00XKXKG94\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"33W x 30L\"}, {\"Color\": \"Light Stonewash\"}]},\n{\"title\": \"Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)\", \"asin\": \"B06XH8VQCJ\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"Adjustable from 20\\\" to 44\\\" Waist\"}, {\"Color\": \"Black Style11\"}]},\n{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 24 - 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Apr 24 - 28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:40.906Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B074KL791C\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B07YH2YT8F\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.58\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens\", \"asin\": \"B0BVBZPX9B\", \"price\": \"$32.91\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZhaoCo Universal Case Cover for 6''-6.8\\\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green\", \"asin\": \"/promo/A3TS1P7BS879T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A1O3FB88RIK1I1\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - 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900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 24 - 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Apr 24 - 28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:40.942Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T00:04:40.942Z
click
cart_page_select
rule
2025-04-20T00:04:40.942Z
train
2,813
2025-04-20T00:04:40.942Z
click
cart_page_select
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""}, {"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B074KL791C", "price": "$31.77", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B07YH2YT8F", "price": "$31.77", "quantity": ""}, {"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.58", "quantity": ""}, {"title": "Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens", "asin": "B0BVBZPX9B", "price": "$32.91", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "quantity": ""}, {"title": "ZhaoCo Universal Case Cover for 6''-6.8\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green", "asin": "/promo/A3TS1P7BS879T", "price": "$9.99", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$18.39", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "/promo/A1O3FB88RIK1I1", "price": "$10.97", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""}, {"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""}, {"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.96", "quantity": ""}], "active_items": [{"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Stonewash Mid, 33W x 30L", "asin": "B00XKXN8RQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Stonewash Mid"}]}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Light Stonewash, 33W x 30L", "asin": "B00XKXKG94", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Light Stonewash"}]}, {"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)", "asin": "B06XH8VQCJ", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}]}, {"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 20", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 24 - 25 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Apr 24 - 28", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "options": []}, {"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": []}, {"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]}, {"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$129.99", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": []}, {"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []}, {"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]}, {"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []}, {"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T00:04:40.942Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_page_select</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_page_select</answer_argument>", "index": 2813, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": 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4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 24 - 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Apr 24 - 28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:40.942Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B074KL791C\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B07YH2YT8F\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.58\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens\", \"asin\": \"B0BVBZPX9B\", \"price\": \"$32.91\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZhaoCo Universal Case Cover for 6''-6.8\\\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green\", \"asin\": \"/promo/A3TS1P7BS879T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A1O3FB88RIK1I1\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - 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900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 24 - 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Apr 24 - 28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:42.099Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T00:04:42.099Z
click
nav_bar
rule
2025-04-20T00:04:42.099Z
train
2,814
2025-04-20T00:04:42.099Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""}, {"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B074KL791C", "price": "$31.77", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B07YH2YT8F", "price": "$31.77", "quantity": ""}, {"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.58", "quantity": ""}, {"title": "Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens", "asin": "B0BVBZPX9B", "price": "$32.91", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "quantity": ""}, {"title": "ZhaoCo Universal Case Cover for 6''-6.8\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green", "asin": "/promo/A3TS1P7BS879T", "price": "$9.99", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$18.39", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "/promo/A1O3FB88RIK1I1", "price": "$10.97", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""}, {"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""}, {"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.96", "quantity": ""}], "active_items": [{"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Stonewash Mid, 33W x 30L", "asin": "B00XKXN8RQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Stonewash Mid"}]}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Light Stonewash, 33W x 30L", "asin": "B00XKXKG94", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Light Stonewash"}]}, {"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)", "asin": "B06XH8VQCJ", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}]}, {"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 20", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 24 - 25 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Apr 24 - 28", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "options": []}, {"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": []}, {"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]}, {"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$129.99", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": []}, {"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []}, {"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]}, {"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []}, {"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T00:04:42.099Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2814, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": 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4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 24 - 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Apr 24 - 28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:04:42.099Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B074KL791C\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B07YH2YT8F\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.58\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens\", \"asin\": \"B0BVBZPX9B\", \"price\": \"$32.91\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZhaoCo Universal Case Cover for 6''-6.8\\\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green\", \"asin\": \"/promo/A3TS1P7BS879T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A1O3FB88RIK1I1\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - 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1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 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28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:05:06.004Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T00:05:06.004Z
click
quantity
rule
2025-04-20T00:05:06.004Z
train
2,815
2025-04-20T00:05:06.004Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""}, {"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B074KL791C", "price": "$31.77", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B07YH2YT8F", "price": "$31.77", "quantity": ""}, {"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.58", "quantity": ""}, {"title": "Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens", "asin": "B0BVBZPX9B", "price": "$32.91", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "quantity": ""}, {"title": "ZhaoCo Universal Case Cover for 6''-6.8\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green", "asin": "/promo/A3TS1P7BS879T", "price": "$9.99", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$18.39", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "/promo/A1O3FB88RIK1I1", "price": "$10.97", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""}, {"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""}, {"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.96", "quantity": ""}], "active_items": [{"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Stonewash Mid, 33W x 30L", "asin": "B00XKXN8RQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Stonewash Mid"}]}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Light Stonewash, 33W x 30L", "asin": "B00XKXKG94", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Light Stonewash"}]}, {"title": "Lavemi Men's Real Leather Ratchet Dress Casual Belt, Cut to Exact Fit,Elegant Gift Box(55-0027)", "asin": "B06XH8VQCJ", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Adjustable from 20\" to 44\" Waist"}, {"Color": "Black Style11"}]}, {"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 20", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 24 - 25 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Apr 24 - 28", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "options": []}, {"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": []}, {"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]}, {"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$129.99", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": []}, {"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []}, {"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]}, {"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []}, {"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T00:05:06.004Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 2815, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": 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4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 24 - 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Apr 24 - 28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:05:06.004Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B074KL791C\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B07YH2YT8F\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.58\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens\", \"asin\": \"B0BVBZPX9B\", \"price\": \"$32.91\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZhaoCo Universal Case Cover for 6''-6.8\\\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green\", \"asin\": \"/promo/A3TS1P7BS879T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A1O3FB88RIK1I1\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.96\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Stonewash Mid, 33W x 30L\", \"asin\": \"B00XKXN8RQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"33W x 30L\"}, {\"Color\": \"Stonewash Mid\"}]},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Light Stonewash, 33W x 30L\", \"asin\": \"B00XKXKG94\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"33W x 30L\"}, {\"Color\": \"Light Stonewash\"}]},\n{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 24 - 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Apr 24 - 28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:05:11.911Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T00:05:11.911Z
purchase
B00XKXN8RQ, B00XKXKG94
rule
2025-04-20T00:05:11.911Z
train
2,816
2025-04-20T00:05:11.911Z
purchase
B00XKXN8RQ, B00XKXKG94
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"} {"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"} {"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"} {"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"} {"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"} {"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:57:58.913Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-15T03:58:30.986Z", "action": "purchase", "action_argument": "B09NBP8811"} {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""}, {"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$6.39", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B074KL791C", "price": "$31.77", "quantity": ""}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean", "asin": "B07YH2YT8F", "price": "$31.77", "quantity": ""}, {"title": "HHKB - Happy Hacking Keyboard Lid (CG01000-299001)", "asin": "B084DWG77B", "price": "$26.58", "quantity": ""}, {"title": "Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens", "asin": "B0BVBZPX9B", "price": "$32.91", "quantity": ""}, {"title": "RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White", "asin": "B082W886W9", "price": "$27.99", "quantity": ""}, {"title": "ZhaoCo Universal Case Cover for 6''-6.8\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green", "asin": "/promo/A3TS1P7BS879T", "price": "$9.99", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$18.39", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "/promo/A1O3FB88RIK1I1", "price": "$10.97", "quantity": ""}, {"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""}, {"title": "Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor", "asin": "B005PLQIQ4", "price": "$8.99", "quantity": ""}, {"title": "Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks", "asin": "B00UB7BO16", "price": "$3.96", "quantity": ""}], "active_items": [{"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Stonewash Mid, 33W x 30L", "asin": "B00XKXN8RQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Stonewash Mid"}]}, {"title": "Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Light Stonewash, 33W x 30L", "asin": "B00XKXKG94", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "33W x 30L"}, {"Color": "Light Stonewash"}]}, {"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Orange Trio"}, {"Size": "3 Fl Oz (Pack of 1)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "Two-Day FREE delivery Mon, Apr 21 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "One-Day FREE delivery Tomorrow, Apr 20", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Tue, Apr 22 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery Apr 24 - 25 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "One-Day FREE delivery Tomorrow, Apr 20 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery Apr 24 - 28", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "options": []}, {"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": []}, {"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]}, {"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$129.99", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"title": "ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)", "asin": "B0D3F42G5D", "options": []}, {"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []}, {"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": [{"Scent": "Le'Santal (33)"}]}, {"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []}, {"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T00:05:11.911Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B00XKXN8RQ, B00XKXKG94</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>purchase</answer_action><answer_argument>B00XKXN8RQ, B00XKXKG94</answer_argument>", "index": 2816, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:58:30.986Z\", \"action\": \"purchase\", \"action_argument\": \"B09NBP8811\"}\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$6.39\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B074KL791C\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Flex Jean\", \"asin\": \"B07YH2YT8F\", \"price\": \"$31.77\", \"quantity\": \"\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Lid (CG01000-299001)\", \"asin\": \"B084DWG77B\", \"price\": \"$26.58\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump 3 Count Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens\", \"asin\": \"B0BVBZPX9B\", \"price\": \"$32.91\", \"quantity\": \"\"},\n{\"title\": \"RENPHO Body Measuring Tape, Smart Tape Measure for Weight Loss, Bluetooth Fitness Equipment with App, Measuring Waist, Hip, Bust, Arms, Muscle Gain, Retractable, 60in /150cm, White\", \"asin\": \"B082W886W9\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZhaoCo Universal Case Cover for 6''-6.8\\\" Inch eReaders Ebook Vertical and Horizontal Viewing - Green\", \"asin\": \"/promo/A3TS1P7BS879T\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A1O3FB88RIK1I1\", \"price\": \"$10.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"Crest + Scope Whitening Toothpaste - Pack of 3, 5.4 Oz Tubes - Anticavity Fluoride Toothpaste, Fresh Breath, Kills Germs - Tartar Protection, Enamel Protection - Minty Fresh Flavor\", \"asin\": \"B005PLQIQ4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B Glide Complete Floss Picks, Dental Floss Picks, Scope Outlast, 75-ct, Toothpicks Floss Picks\", \"asin\": \"B00UB7BO16\", \"price\": \"$3.96\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Stonewash Mid, 33W x 30L\", \"asin\": \"B00XKXN8RQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"33W x 30L\"}, {\"Color\": \"Stonewash Mid\"}]},\n{\"title\": \"Wrangler Authentics Men's Classic 5-Pocket Regular Fit Cotton Jean, Light Stonewash, 33W x 30L\", \"asin\": \"B00XKXKG94\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"33W x 30L\"}, {\"Color\": \"Light Stonewash\"}]},\n{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Orange Trio\"}, {\"Size\": \"3 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"Two-Day FREE delivery Mon, Apr 21 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Tue, Apr 22 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery Apr 24 - 25 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 20 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery Apr 24 - 28\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$129.99\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"ENZODOTS J'adore Perfume For Women Eau De Parfum Spray (3.4, Ounces)\", \"asin\": \"B0D3F42G5D\", \"options\": []},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": [{\"Scent\": \"Le'Santal (33)\"}]},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T00:05:11.911Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T05:58:54.535Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T05:58:54.535Z
input
高领毛衣
rule
2025-04-20T05:58:54.535Z
train
2,817
2025-04-20T05:58:54.535Z
input
高领毛衣
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T05:58:54.535Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>高领毛衣</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>高领毛衣</answer_argument>", "index": 2817, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T05:58:54.535Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T05:58:54.945Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T05:58:54.945Z
click
search
rule
2025-04-20T05:58:54.945Z
train
2,818
2025-04-20T05:58:54.945Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u9ad8\u9886\u6bdb\u8863"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T05:58:54.945Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2818, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T05:58:54.945Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY\\nMen's Crewneck Sweater Short Sleeve Knit Pullover Casual Basic Tops Classic Fashion Tees\", \"asin\": \"B0DJVZY7NZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind\\nMen's Crewneck Sweater Soft Casual Sweaters for Men Classic Pullover Sweaters with Ribbing Edge\", \"asin\": \"B09FPV2TQV\", \"price\": \"$29.88\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B08BJMQ964\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Mock Turtleneck Sweater Short Sleeve Casual Basic Tops Ribbed Knit Pullover Solid Tee\", \"asin\": \"B0CZ6NNDZ1\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio\\nTurtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Crewneck Sweater Short Sleeve Knit Pullover Casual Basic Tops Classic Fashion Tees\", \"asin\": \"B0DJVZP998\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B07486S651\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"SAVKOOV\\nMen's Slim Fit Turtleneck Sweater Cable Knitted Pullover Sweaters\", \"asin\": \"B0CGX5V746\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End\\nMen's Super-T Cotton-Blend Turtleneck Shirt\", \"asin\": \"B088MJS5CB\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Mock Turtleneck Sweater Short Sleeve Casual Basic Tops Ribbed Knit Pullover Solid Tee\", \"asin\": \"B0CZ6Q4Y7L\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Women's Cashmere Sweaters\", \"asin\": \"B00G12WQ2Q\"},\n{\"title\": \"Mens Cashmere Sweaters\", \"asin\": \"B00AUPZZB4\"}],\n\"search_results\": [{\"title\": \"Men's Casual Slim Fit Basic Tops Knitted Lightweight Turtleneck Pullover Sweater\", \"asin\": \"B07K7F93XB\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B07487GTGT\", \"price\": \"$36.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B074872YHK\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Casual Mock Turtleneck Pullover Tops Short Sleeve Slim Fit T-Shirts Basic Solid Color Tees\", \"asin\": \"B0CSDB4HD2\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crewneck Sweater Soft Casual Sweaters for Men Classic Pullover Sweaters with Ribbing Edge\", \"asin\": \"B09FPV2TQV\", \"price\": \"$29.88\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Turtleneck Sweaters Knitted Casual Textured Pullover Sweater\", \"asin\": \"B0D95FMZ3G\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Casual Slim Fit Basic Tops Knitted Lightweight Turtleneck Pullover Sweater\", \"asin\": \"B07K7FKQHV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Turtleneck Sweater Slim Fit Cotton Knitted Pullover Sweater Casual Lightweight Long Sleeve Top\", \"asin\": \"B09CK7K9VZ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Turtleneck Sweaters Slim Fit Long Sleeve Sweater Pullover Mens Turtle Neck Men Sweater Highneck Thermal\", \"asin\": \"B0D4YPJ6Q4\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Turtleneck Ribbed Sweaters for Women Cute Sexy Knitted Warm Fitted Sweater\", \"asin\": \"B077YN5628\", \"price\": \"$35.88\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Classic-Fit Lightweight Long-Sleeve Turtleneck Sweater (Available in Plus Size)\", \"asin\": \"B07QGF9FLV\", \"price\": \"$21.80\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crewneck Sweater Short Sleeve Knit Pullover Casual Basic Tops Classic Fashion Tees\", \"asin\": \"B0DJVZY7NZ\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Slim Fit Turtleneck Sweater Cable Knitted Pullover Sweaters\", \"asin\": \"B0CGX5V746\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Slim Fit Quarter Zip Mock Neck Polo Sweater Casual Long Sleeve Sweater and Turtleneck Pullover\", \"asin\": \"B097QTJ731\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"Men's Mock Turtleneck Sweater Short Sleeve Casual Basic Tops Ribbed Knit Pullover Solid Tee\", \"asin\": \"B0CZ6L7JW7\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Ribbed Turtleneck Fitted Long Sleeve Shirts Basic Thermal Layering Tops\", \"asin\": \"B0CNLL9BFN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Turtleneck Pullover Tops Slim Fit Long Sleeve Basic Lightweight Sweaters\", \"asin\": \"B0D95ZTPXQ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Turtleneck 100% Merino Wool 2025 First-Line Ready to Wear Fall Winter Seamless Knit Pullover Sweater\", \"asin\": \"B0D41L8B19\", \"price\": \"$47.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"\\u7537\\u58eb\\u7ef5\\u7f8a\\u7f8a\\u7ed2\\u51ac\\u5b63\\u9ad8\\u9886\\u6bdb\\u8863\\u4fdd\\u6696\\u683c\\u5b50\\u9488\\u7ec7\\u886b\", \"asin\": \"B0BJDHXBHV\", \"price\": \"$78.66\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Mens Slim Fit Zip Up Mock Neck Polo Sweater Casual Long Sleeve Sweater and Pullover Sweaters with Ribbing Edge\", \"asin\": \"B07YDV4F82\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"4 Pack Men's Mock Neck T Shirts, Short Sleeve Mock Turtleneck Undershirt Pullover Basic Causal Solid Tee Tops for Men\", \"asin\": \"B0D47HPVVX\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Cotton Mock Turtleneck Long Sleeve Shirt\", \"asin\": \"B07MGL4D61\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Apr 24 - 29\"},\n{\"title\": \"Men's Casual Knit Polo Sweater Classic Long Sleeve Thermal Basic Zip Collar Shirts\", \"asin\": \"B0DB255DXY\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Solid Basic Stretch Turtleneck Pullover Knit Sweater\", \"asin\": \"B07681JGD7\", \"price\": \"$17.59\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"2022\\u79cb\\u51ac\\u65b0\\u6b3e\\u6b27\\u7f8e\\u5973\\u88c5\\u62fc\\u8272\\u957f\\u8896\\u9ad8\\u9886\\u6bdb\\u8863\\u5973\\u65f6\\u5c1a (as1, Alpha, s, l, Regular, Regular, Grey, M)\", \"asin\": \"B0BHNH5TX3\"},\n{\"title\": \"Men's Sweaters Quarter Zip Pullover Premium Cotton Comfort Mock Neck Striped Fall Winter Fashion Thermal Sweaters\", \"asin\": \"B0BKZ4FY6W\", \"price\": \"$39.98\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"3 Pack Men's Mock Neck T Shirts, Cotton Short Sleeve Turtleneck Tee Shirts Slim Fit Basic Casual Solid Undershirt Tops\", \"asin\": \"B0CT89TJD7\", \"price\": \"$37.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T05:59:08.848Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T05:59:08.848Z
click_product
B0D95FMZ3G
rule
2025-04-20T05:59:08.848Z
train
2,819
2025-04-20T05:59:08.848Z
click_product
B0D95FMZ3G
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u9ad8\u9886\u6bdb\u8863"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - 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10 PM on $25 of qualifying items"}, {"title": "Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater", "asin": "B07487GTGT", "price": "$36.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater", "asin": "B074872YHK", "price": "$36.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Casual Mock Turtleneck Pullover Tops Short Sleeve Slim Fit T-Shirts Basic Solid Color Tees", "asin": "B0CSDB4HD2", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Crewneck Sweater Soft Casual Sweaters for Men Classic Pullover Sweaters with Ribbing Edge", "asin": "B09FPV2TQV", "price": "$29.88", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Turtleneck Sweaters Knitted Casual Textured Pullover Sweater", "asin": "B0D95FMZ3G", "price": "$48.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Casual Slim Fit Basic Tops Knitted Lightweight Turtleneck Pullover Sweater", "asin": "B07K7FKQHV", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 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order soon."}, {"title": "Men's Mock Turtleneck Sweater Short Sleeve Casual Basic Tops Ribbed Knit Pullover Solid Tee", "asin": "B0CZ6L7JW7", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Women's Ribbed Turtleneck Fitted Long Sleeve Shirts Basic Thermal Layering Tops", "asin": "B0CNLL9BFN", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Casual Turtleneck Pullover Tops Slim Fit Long Sleeve Basic Lightweight Sweaters", "asin": "B0D95ZTPXQ", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Turtleneck 100% Merino Wool 2025 First-Line Ready to Wear Fall Winter Seamless Knit Pullover Sweater", "asin": "B0D41L8B19", "price": "$47.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "\u7537\u58eb\u7ef5\u7f8a\u7f8a\u7ed2\u51ac\u5b63\u9ad8\u9886\u6bdb\u8863\u4fdd\u6696\u683c\u5b50\u9488\u7ec7\u886b", "asin": "B0BJDHXBHV", "price": "$78.66", "delivery": "FREE delivery May 2 - 14"}, {"title": "Mens Slim Fit Zip Up Mock Neck Polo Sweater Casual Long Sleeve Sweater and Pullover Sweaters with Ribbing Edge", "asin": "B07YDV4F82", "price": "$32.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "4 Pack Men's Mock Neck T Shirts, Short Sleeve Mock Turtleneck Undershirt Pullover Basic Causal Solid Tee Tops for Men", "asin": "B0D47HPVVX", "price": "$45.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heavyweight Cotton Mock Turtleneck Long Sleeve Shirt", "asin": "B07MGL4D61", "price": "$25.99", "delivery": "FREE delivery Apr 24 - 29"}, {"title": "Men's Casual Knit Polo Sweater Classic Long Sleeve Thermal Basic Zip Collar Shirts", "asin": "B0DB255DXY", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Solid Basic Stretch Turtleneck Pullover Knit Sweater", "asin": "B07681JGD7", "price": "$17.59", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "2022\u79cb\u51ac\u65b0\u6b3e\u6b27\u7f8e\u5973\u88c5\u62fc\u8272\u957f\u8896\u9ad8\u9886\u6bdb\u8863\u5973\u65f6\u5c1a (as1, Alpha, s, l, Regular, Regular, Grey, M)", "asin": "B0BHNH5TX3"}, {"title": "Men's Sweaters Quarter Zip Pullover Premium Cotton Comfort Mock Neck Striped Fall Winter Fashion Thermal Sweaters", "asin": "B0BKZ4FY6W", "price": "$39.98", "delivery": "FREE delivery Tue, Apr 22 Only 1 left in stock - order soon."}, {"title": "3 Pack Men's Mock Neck T Shirts, Cotton Short Sleeve Turtleneck Tee Shirts Slim Fit Basic Casual Solid Undershirt Tops", "asin": "B0CT89TJD7", "price": "$37.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T05:59:08.848Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0D95FMZ3G</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0D95FMZ3G</answer_argument>", "index": 2819, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY\\nMen's Crewneck Sweater Short Sleeve Knit Pullover Casual Basic Tops Classic Fashion Tees\", \"asin\": \"B0DJVZY7NZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind\\nMen's Crewneck Sweater Soft Casual Sweaters for Men Classic Pullover Sweaters with Ribbing Edge\", \"asin\": \"B09FPV2TQV\", \"price\": \"$29.88\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B08BJMQ964\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Mock Turtleneck Sweater Short Sleeve Casual Basic Tops Ribbed Knit Pullover Solid Tee\", \"asin\": \"B0CZ6NNDZ1\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio\\nTurtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Crewneck Sweater Short Sleeve Knit Pullover Casual Basic Tops Classic Fashion Tees\", \"asin\": \"B0DJVZP998\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B07486S651\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"SAVKOOV\\nMen's Slim Fit Turtleneck Sweater Cable Knitted Pullover Sweaters\", \"asin\": \"B0CGX5V746\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End\\nMen's Super-T Cotton-Blend Turtleneck Shirt\", \"asin\": \"B088MJS5CB\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Mock Turtleneck Sweater Short Sleeve Casual Basic Tops Ribbed Knit Pullover Solid Tee\", \"asin\": \"B0CZ6Q4Y7L\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Women's Cashmere Sweaters\", \"asin\": \"B00G12WQ2Q\"},\n{\"title\": \"Mens Cashmere Sweaters\", \"asin\": \"B00AUPZZB4\"}],\n\"search_results\": [{\"title\": \"Men's Casual Slim Fit Basic Tops Knitted Lightweight Turtleneck Pullover Sweater\", \"asin\": \"B07K7F93XB\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B07487GTGT\", \"price\": \"$36.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B074872YHK\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Casual Mock Turtleneck Pullover Tops Short Sleeve Slim Fit T-Shirts Basic Solid Color Tees\", \"asin\": \"B0CSDB4HD2\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crewneck Sweater Soft Casual Sweaters for Men Classic Pullover Sweaters with Ribbing Edge\", \"asin\": \"B09FPV2TQV\", \"price\": \"$29.88\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Turtleneck Sweaters Knitted Casual Textured Pullover Sweater\", \"asin\": \"B0D95FMZ3G\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Casual Slim Fit Basic Tops Knitted Lightweight Turtleneck Pullover Sweater\", \"asin\": \"B07K7FKQHV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Turtleneck Sweater Slim Fit Cotton Knitted Pullover Sweater Casual Lightweight Long Sleeve Top\", \"asin\": \"B09CK7K9VZ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Turtleneck Sweaters Slim Fit Long Sleeve Sweater Pullover Mens Turtle Neck Men Sweater Highneck Thermal\", \"asin\": \"B0D4YPJ6Q4\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Turtleneck Ribbed Sweaters for Women Cute Sexy Knitted Warm Fitted Sweater\", \"asin\": \"B077YN5628\", \"price\": \"$35.88\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Classic-Fit Lightweight Long-Sleeve Turtleneck Sweater (Available in Plus Size)\", \"asin\": \"B07QGF9FLV\", \"price\": \"$21.80\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crewneck Sweater Short Sleeve Knit Pullover Casual Basic Tops Classic Fashion Tees\", \"asin\": \"B0DJVZY7NZ\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Slim Fit Turtleneck Sweater Cable Knitted Pullover Sweaters\", \"asin\": \"B0CGX5V746\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Slim Fit Quarter Zip Mock Neck Polo Sweater Casual Long Sleeve Sweater and Turtleneck Pullover\", \"asin\": \"B097QTJ731\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 3 left in stock - order soon.\"},\n{\"title\": \"Men's Mock Turtleneck Sweater Short Sleeve Casual Basic Tops Ribbed Knit Pullover Solid Tee\", \"asin\": \"B0CZ6L7JW7\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Ribbed Turtleneck Fitted Long Sleeve Shirts Basic Thermal Layering Tops\", \"asin\": \"B0CNLL9BFN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Turtleneck Pullover Tops Slim Fit Long Sleeve Basic Lightweight Sweaters\", \"asin\": \"B0D95ZTPXQ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Turtleneck 100% Merino Wool 2025 First-Line Ready to Wear Fall Winter Seamless Knit Pullover Sweater\", \"asin\": \"B0D41L8B19\", \"price\": \"$47.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"\\u7537\\u58eb\\u7ef5\\u7f8a\\u7f8a\\u7ed2\\u51ac\\u5b63\\u9ad8\\u9886\\u6bdb\\u8863\\u4fdd\\u6696\\u683c\\u5b50\\u9488\\u7ec7\\u886b\", \"asin\": \"B0BJDHXBHV\", \"price\": \"$78.66\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Mens Slim Fit Zip Up Mock Neck Polo Sweater Casual Long Sleeve Sweater and Pullover Sweaters with Ribbing Edge\", \"asin\": \"B07YDV4F82\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"4 Pack Men's Mock Neck T Shirts, Short Sleeve Mock Turtleneck Undershirt Pullover Basic Causal Solid Tee Tops for Men\", \"asin\": \"B0D47HPVVX\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Cotton Mock Turtleneck Long Sleeve Shirt\", \"asin\": \"B07MGL4D61\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Apr 24 - 29\"},\n{\"title\": \"Men's Casual Knit Polo Sweater Classic Long Sleeve Thermal Basic Zip Collar Shirts\", \"asin\": \"B0DB255DXY\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Solid Basic Stretch Turtleneck Pullover Knit Sweater\", \"asin\": \"B07681JGD7\", \"price\": \"$17.59\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"2022\\u79cb\\u51ac\\u65b0\\u6b3e\\u6b27\\u7f8e\\u5973\\u88c5\\u62fc\\u8272\\u957f\\u8896\\u9ad8\\u9886\\u6bdb\\u8863\\u5973\\u65f6\\u5c1a (as1, Alpha, s, l, Regular, Regular, Grey, M)\", \"asin\": \"B0BHNH5TX3\"},\n{\"title\": \"Men's Sweaters Quarter Zip Pullover Premium Cotton Comfort Mock Neck Striped Fall Winter Fashion Thermal Sweaters\", \"asin\": \"B0BKZ4FY6W\", \"price\": \"$39.98\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"3 Pack Men's Mock Neck T Shirts, Cotton Short Sleeve Turtleneck Tee Shirts Slim Fit Basic Casual Solid Undershirt Tops\", \"asin\": \"B0CT89TJD7\", \"price\": \"$37.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T05:59:08.848Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}],\n\"product_details\": [{\"title\": \"PJ PAUL JONES Men's Turtleneck Sweaters Knitted Casual Textured Pullover Sweater\"},\n{\"price\": \"$48.99\"},\n{\"bullet_list\": \"\\u3010Knit Fabric\\u3011PJ PAUL JONES Men's Pineapple Flower Textured Pullover Sweater is made of comfortable knitted fabric, which is lightweight, well elastic, skin-friendly, soft to touch, providing you with comfortable wearing and warmth in autumn and winter. \\u3010Fashion Design\\u3011This Men's High Stretch Knit Sweater features a turtleneck, long sleeves, regular fit. The combination of solid colors and unique texture makes this high neck ribbed edge pullover both versatile and stability. \\u3010Matching Guides\\u3011It can be paired with jackets, jeans, suit jackets or suit pants; in winter, it can also be paired with denim jackets, windbreakers or other items. This stylish men's turtle neck sweater is the perfect top for work and dates. \\u3010Versatile Occasion\\u3011This Casual Long Sleeve Basic Pullover is great for fall and winter days. Suitable for daily wear, vacation, business, dating, party, sport or other outdoor activities. Also the best choice for families, friends and boyfriend on christmas or other special holidays. \\u3010Warm Tip\\u3011PJ PAUL JONES Men's knitted Solid Turtleneck Sweater is machine or hand washable. After washing, please dry at low temperature or place in a cool place to dry. Before ordering our men's winter sweater, please check our size chart for the right fit.\"},\n{\"asin\": \"B0D95FWMYD\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Ivory White\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$55.47\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES Mens Crewneck Sweaters Slim Fit Pullover Sweater Midweight Knitwear Khaki L\", \"asin\": \"B0CB6K4T3W\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"SAVKOOV Men's Turtleneck Sweater Cable Knitted Pullover Sweater Khaki\", \"asin\": \"B0CF16DF4Q\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Rela Bota Mens Half Turtleneck Long Sleeve Pullover Basic Designed Undershirt Stretch Slim Fit Sweaters White\", \"asin\": \"B09BJKMR88\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"HYPESTFIT Men's Tri-Button Pullover Sweater Mock Neck Lightweight Casual Fashion Knitted Henley Sweater\", \"asin\": \"B0DCB2PZC8\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End Mens Long Sleeve Super-T Turtleneck Radiant Navy Tall Large\", \"asin\": \"B088MJS5CB\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Turtleneck Sweater Slim Fit Basic Tops Short Sleeve Solid Color Ribbed Knit Pullover\", \"asin\": \"B0CZ6CNMB5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Zaitun Men's Quarter Zip Sweaters Polo Zip Up Pullover Waffle Knit Mock Neck Turtleneck Tan\", \"asin\": \"B0CPJRDQ1X\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Bbalizko Mens Stand Collar Pullover Sweater Cable Knitted Chunky Winter Fashion Buttons Twisted Thermal Sweaters Green\", \"asin\": \"B09JKHFVFG\", \"price\": \"$39.89\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Pullover Sweater Wool Midweight Mock Neck Quarter-Button Long Sleeve Pullover(Khaki X-Large)\", \"asin\": \"B0CC93ZLHC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Babioboa Men's Mock Neck Turtleneck Sweater Thermal Knitted Pullover Slim Fit Long Sleeve Knitwear(Navy Blue Small)\", \"asin\": \"B0B637WHNJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind Men's Soft Sweaters Quarter Zip Pullover Classic Ribbed Turtleneck Sweater Khaki\", \"asin\": \"B09FPVL6QZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind Men's Crewneck Sweater Soft Casual Sweaters for Men Classic Pullover Sweaters Khaki\", \"asin\": \"B09FPV2TQV\", \"price\": \"$29.88\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES Sweaters for Men Crewneck Cable Knit Waffle Textured Pullover Sweater Men Green\", \"asin\": \"B0CB6G9PSV\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater Light Apricot\", \"asin\": \"B0C5H5R6RM\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T05:59:12.097Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T05:59:12.097Z
click
product_option
rule
2025-04-20T05:59:12.097Z
train
2,820
2025-04-20T05:59:12.097Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u9ad8\u9886\u6bdb\u8863"}], "product_details": [{"title": "PJ PAUL JONES Men's Turtleneck Sweaters Knitted Casual Textured Pullover Sweater"}, {"price": "$48.99"}, {"bullet_list": "\u3010Knit Fabric\u3011PJ PAUL JONES Men's Pineapple Flower Textured Pullover Sweater is made of comfortable knitted fabric, which is lightweight, well elastic, skin-friendly, soft to touch, providing you with comfortable wearing and warmth in autumn and winter. \u3010Fashion Design\u3011This Men's High Stretch Knit Sweater features a turtleneck, long sleeves, regular fit. The combination of solid colors and unique texture makes this high neck ribbed edge pullover both versatile and stability. \u3010Matching Guides\u3011It can be paired with jackets, jeans, suit jackets or suit pants; in winter, it can also be paired with denim jackets, windbreakers or other items. This stylish men's turtle neck sweater is the perfect top for work and dates. \u3010Versatile Occasion\u3011This Casual Long Sleeve Basic Pullover is great for fall and winter days. Suitable for daily wear, vacation, business, dating, party, sport or other outdoor activities. Also the best choice for families, friends and boyfriend on christmas or other special holidays. \u3010Warm Tip\u3011PJ PAUL JONES Men's knitted Solid Turtleneck Sweater is machine or hand washable. After washing, please dry at low temperature or place in a cool place to dry. Before ordering our men's winter sweater, please check our size chart for the right fit."}, {"asin": "B0D95FWMYD"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "Medium"}, {"Color": "Ivory White"}], "promotion_items": [{"title": "", "asin": "", "price": "$55.47", "quantity": ""}, {"title": "PJ PAUL JONES Mens Crewneck Sweaters Slim Fit Pullover Sweater Midweight Knitwear Khaki L", "asin": "B0CB6K4T3W", "price": "$43.99", "quantity": ""}, {"title": "SAVKOOV Men's Turtleneck Sweater Cable Knitted Pullover Sweater Khaki", "asin": "B0CF16DF4Q", "price": "$37.99", "quantity": ""}, {"title": "Rela Bota Mens Half Turtleneck Long Sleeve Pullover Basic Designed Undershirt Stretch Slim Fit Sweaters White", "asin": "B09BJKMR88", "price": "$14.99", "quantity": ""}, {"title": "HYPESTFIT Men's Tri-Button Pullover Sweater Mock Neck Lightweight Casual Fashion Knitted Henley Sweater", "asin": "B0DCB2PZC8", "price": "$32.99", "quantity": ""}, {"title": "Lands' End Mens Long Sleeve Super-T Turtleneck Radiant Navy Tall Large", "asin": "B088MJS5CB", "price": "$33.71", "quantity": ""}, {"title": "COOFANDY Men's Casual Turtleneck Sweater Slim Fit Basic Tops Short Sleeve Solid Color Ribbed Knit Pullover", "asin": "B0CZ6CNMB5", "price": "$29.99", "quantity": ""}, {"title": "Zaitun Men's Quarter Zip Sweaters Polo Zip Up Pullover Waffle Knit Mock Neck Turtleneck Tan", "asin": "B0CPJRDQ1X", "price": "$35.99", "quantity": ""}, {"title": "Bbalizko Mens Stand Collar Pullover Sweater Cable Knitted Chunky Winter Fashion Buttons Twisted Thermal Sweaters Green", "asin": "B09JKHFVFG", "price": "$39.89", "quantity": ""}, {"title": "Kallspin Men's Pullover Sweater Wool Midweight Mock Neck Quarter-Button Long Sleeve Pullover(Khaki X-Large)", "asin": "B0CC93ZLHC", "price": "$35.99", "quantity": ""}, {"title": "Babioboa Men's Mock Neck Turtleneck Sweater Thermal Knitted Pullover Slim Fit Long Sleeve Knitwear(Navy Blue Small)", "asin": "B0B637WHNJ", "price": "$19.99", "quantity": ""}, {"title": "Sailwind Men's Soft Sweaters Quarter Zip Pullover Classic Ribbed Turtleneck Sweater Khaki", "asin": "B09FPVL6QZ", "price": "$33.99", "quantity": ""}, {"title": "Sailwind Men's Crewneck Sweater Soft Casual Sweaters for Men Classic Pullover Sweaters Khaki", "asin": "B09FPV2TQV", "price": "$29.88", "quantity": ""}, {"title": "PJ PAUL JONES Sweaters for Men Crewneck Cable Knit Waffle Textured Pullover Sweater Men Green", "asin": "B0CB6G9PSV", "price": "$43.99", "quantity": ""}, {"title": "COOFANDY Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater Light Apricot", "asin": "B0C5H5R6RM", "price": "$35.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T05:59:12.097Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2820, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}],\n\"product_details\": [{\"title\": \"PJ PAUL JONES Men's Turtleneck Sweaters Knitted Casual Textured Pullover Sweater\"},\n{\"price\": \"$48.99\"},\n{\"bullet_list\": \"\\u3010Knit Fabric\\u3011PJ PAUL JONES Men's Pineapple Flower Textured Pullover Sweater is made of comfortable knitted fabric, which is lightweight, well elastic, skin-friendly, soft to touch, providing you with comfortable wearing and warmth in autumn and winter. \\u3010Fashion Design\\u3011This Men's High Stretch Knit Sweater features a turtleneck, long sleeves, regular fit. The combination of solid colors and unique texture makes this high neck ribbed edge pullover both versatile and stability. \\u3010Matching Guides\\u3011It can be paired with jackets, jeans, suit jackets or suit pants; in winter, it can also be paired with denim jackets, windbreakers or other items. This stylish men's turtle neck sweater is the perfect top for work and dates. \\u3010Versatile Occasion\\u3011This Casual Long Sleeve Basic Pullover is great for fall and winter days. Suitable for daily wear, vacation, business, dating, party, sport or other outdoor activities. Also the best choice for families, friends and boyfriend on christmas or other special holidays. \\u3010Warm Tip\\u3011PJ PAUL JONES Men's knitted Solid Turtleneck Sweater is machine or hand washable. After washing, please dry at low temperature or place in a cool place to dry. Before ordering our men's winter sweater, please check our size chart for the right fit.\"},\n{\"asin\": \"B0D95FWMYD\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Ivory White\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$55.47\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES Mens Crewneck Sweaters Slim Fit Pullover Sweater Midweight Knitwear Khaki L\", \"asin\": \"B0CB6K4T3W\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"SAVKOOV Men's Turtleneck Sweater Cable Knitted Pullover Sweater Khaki\", \"asin\": \"B0CF16DF4Q\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Rela Bota Mens Half Turtleneck Long Sleeve Pullover Basic Designed Undershirt Stretch Slim Fit Sweaters White\", \"asin\": \"B09BJKMR88\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"HYPESTFIT Men's Tri-Button Pullover Sweater Mock Neck Lightweight Casual Fashion Knitted Henley Sweater\", \"asin\": \"B0DCB2PZC8\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End Mens Long Sleeve Super-T Turtleneck Radiant Navy Tall Large\", \"asin\": \"B088MJS5CB\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Casual Turtleneck Sweater Slim Fit Basic Tops Short Sleeve Solid Color Ribbed Knit Pullover\", \"asin\": \"B0CZ6CNMB5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Zaitun Men's Quarter Zip Sweaters Polo Zip Up Pullover Waffle Knit Mock Neck Turtleneck Tan\", \"asin\": \"B0CPJRDQ1X\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Bbalizko Mens Stand Collar Pullover Sweater Cable Knitted Chunky Winter Fashion Buttons Twisted Thermal Sweaters Green\", \"asin\": \"B09JKHFVFG\", \"price\": \"$39.89\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Pullover Sweater Wool Midweight Mock Neck Quarter-Button Long Sleeve Pullover(Khaki X-Large)\", \"asin\": \"B0CC93ZLHC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Babioboa Men's Mock Neck Turtleneck Sweater Thermal Knitted Pullover Slim Fit Long Sleeve Knitwear(Navy Blue Small)\", \"asin\": \"B0B637WHNJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind Men's Soft Sweaters Quarter Zip Pullover Classic Ribbed Turtleneck Sweater Khaki\", \"asin\": \"B09FPVL6QZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind Men's Crewneck Sweater Soft Casual Sweaters for Men Classic Pullover Sweaters Khaki\", \"asin\": \"B09FPV2TQV\", \"price\": \"$29.88\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES Sweaters for Men Crewneck Cable Knit Waffle Textured Pullover Sweater Men Green\", \"asin\": \"B0CB6G9PSV\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater Light Apricot\", \"asin\": \"B0C5H5R6RM\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T05:59:12.097Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:29.206Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:02:29.206Z
input
衬衫 丝绸
rule
2025-04-20T06:02:29.206Z
train
2,821
2025-04-20T06:02:29.206Z
input
衬衫 丝绸
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:02:29.206Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>衬衫 丝绸</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>衬衫 丝绸</answer_argument>", "index": 2821, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:29.206Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:29.485Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:02:29.485Z
click
search
rule
2025-04-20T06:02:29.485Z
train
2,822
2025-04-20T06:02:29.485Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u886c\u886b \u4e1d\u7ef8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:02:29.485Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2822, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:29.485Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:33.402Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:02:33.402Z
input
衬衫 丝绸
rule
2025-04-20T06:02:33.402Z
train
2,823
2025-04-20T06:02:33.402Z
input
衬衫 丝绸
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:02:33.402Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>衬衫 丝绸</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>衬衫 丝绸</answer_argument>", "index": 2823, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:33.402Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:38.878Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:02:38.878Z
input
衬衫
rule
2025-04-20T06:02:38.878Z
train
2,824
2025-04-20T06:02:38.878Z
input
衬衫
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:02:38.878Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>衬衫</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>衬衫</answer_argument>", "index": 2824, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:38.878Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Alex Vando\\nMens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt\", \"asin\": \"B0CCDK8XVD\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Urban Stylish Casual Business Slim Fit Long Sleeve Button Up Dress Shirt with Pocket\", \"asin\": \"B08H8K6RLY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alex Vando\\nMens Dress Shirts Regular Fit Long Sleeve Stretch Business Dress Shirts for Men\", \"asin\": \"B072R1M44T\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFSQB2Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"TUREFACE\\nMens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B09SNXJJ18\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men\", \"asin\": \"B0C2H3D3T2\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"JMIERR\\nMen's Casual Stylish Short Sleeve Button-Up Striped Dress Shirts Cotton Beach Shirt\", \"asin\": \"B09V7N1SG4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Luxury Gold Embroidery Design Slim Fit Long Sleeve Button Up Dress Shirts\", \"asin\": \"B07Y9G7BBT\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3CQ8LB\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Women's Linen Shirt Button Down V Neck Solid Blouse 3/4 Sleeves Casual Loose Fit Tunic Tops Summer T Shirts\", \"asin\": \"B0D8BD5FFN\", \"price\": \"$25.98\", \"delivery\": \"$2.99 delivery May 5 - 15\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Urban Stylish Casual Business Slim Fit Long Sleeve Button Up Dress Shirt with Pocket\", \"asin\": \"B0BWJJ6XQT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie\", \"asin\": \"B0BNMZ4NV4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery May 31 - Jun 10 for Prime members\"},\n{\"title\": \"Men Belts 2 Pack,Ratchet Sliding Belt Adjustable For Gift Mens Dress Casual 1 3/8\\\",Cut for Fit\", \"asin\": \"B0BQC183PS\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Slim Fit 3 Piece Suit Set, One Button Solid Blazer Vest Pants with Tie\", \"asin\": \"B082ZFQTQ4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Pants Elastic Waist Lightweight Casual Pants Slim Fit Yoga Beach Pants with Pockets\", \"asin\": \"B09TN7KKGP\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Sport Coat Blazer Two Buttons Lightweight Business Jackets\", \"asin\": \"B0CFL6L1CZ\", \"price\": \"$71.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Casual Henley Shirt Short Sleeve Band Collar Linen Shirt Summer Beach Hippie T-Shirts\", \"asin\": \"B0CMH368DY\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV27DL6Y\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0D3M22FVV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3RGPQ5\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:39.112Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:02:39.112Z
click
search
rule
2025-04-20T06:02:39.112Z
train
2,825
2025-04-20T06:02:39.112Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u886c\u886b"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Alex Vando\nMens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt", "asin": "B07TFDNCFH", "price": "$26.59", "quantity": ""}, {"title": "COOFANDY\nMens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt", "asin": "B0CCDK8XVD", "price": "$34.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Urban Stylish Casual Business Slim Fit Long Sleeve Button Up Dress Shirt with Pocket", "asin": "B08H8K6RLY", "price": "$19.99", "quantity": ""}, {"title": "Alex Vando\nMens Dress Shirts Regular Fit Long Sleeve Stretch Business Dress Shirts for Men", "asin": "B072R1M44T", "price": "$14.99", "quantity": ""}, {"title": "J.VER\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFSQB2Z", "price": "$19.99", "quantity": ""}, {"title": "TUREFACE\nMens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt", "asin": "B09SNXJJ18", "price": "$26.99", "quantity": ""}, {"title": "VATPAVE\nMens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men", "asin": "B0C2H3D3T2", "price": "$25.99", "quantity": ""}, {"title": "JMIERR\nMen's Casual Stylish Short Sleeve Button-Up Striped Dress Shirts Cotton Beach Shirt", "asin": "B09V7N1SG4", "price": "$24.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Luxury Gold Embroidery Design Slim Fit Long Sleeve Button Up Dress Shirts", "asin": "B07Y9G7BBT", "price": "$31.99", "quantity": ""}, {"title": "J.VER\nMen's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt", "asin": "B0CR3CQ8LB", "price": "$19.99", "quantity": ""}], "search_results": [{"title": "Women's Linen Shirt Button Down V Neck Solid Blouse 3/4 Sleeves Casual Loose Fit Tunic Tops Summer T Shirts", "asin": "B0D8BD5FFN", "price": "$25.98", "delivery": "$2.99 delivery May 5 - 15"}, {"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Urban Stylish Casual Business Slim Fit Long Sleeve Button Up Dress Shirt with Pocket", "asin": "B0BWJJ6XQT", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt", "asin": "B07TFDNCFH", "price": "$26.59", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie", "asin": "B0BNMZ4NV4", "price": "$69.85", "delivery": "FREE delivery May 31 - Jun 10 for Prime members"}, {"title": "Men Belts 2 Pack,Ratchet Sliding Belt Adjustable For Gift Mens Dress Casual 1 3/8\",Cut for Fit", "asin": "B0BQC183PS", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Slim Fit 3 Piece Suit Set, One Button Solid Blazer Vest Pants with Tie", "asin": "B082ZFQTQ4", "price": "$69.85", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D5ZH66", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Linen Pants Elastic Waist Lightweight Casual Pants Slim Fit Yoga Beach Pants with Pockets", "asin": "B09TN7KKGP", "price": "$34.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Casual Sport Coat Blazer Two Buttons Lightweight Business Jackets", "asin": "B0CFL6L1CZ", "price": "$71.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Casual Henley Shirt Short Sleeve Band Collar Linen Shirt Summer Beach Hippie T-Shirts", "asin": "B0CMH368DY", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV27DL6Y", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees", "asin": "B0D3M22FVV", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt", "asin": "B0CR3RGPQ5", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:02:39.112Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2825, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Alex Vando\\nMens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt\", \"asin\": \"B0CCDK8XVD\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Urban Stylish Casual Business Slim Fit Long Sleeve Button Up Dress Shirt with Pocket\", \"asin\": \"B08H8K6RLY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Alex Vando\\nMens Dress Shirts Regular Fit Long Sleeve Stretch Business Dress Shirts for Men\", \"asin\": \"B072R1M44T\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFSQB2Z\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"TUREFACE\\nMens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B09SNXJJ18\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men\", \"asin\": \"B0C2H3D3T2\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"JMIERR\\nMen's Casual Stylish Short Sleeve Button-Up Striped Dress Shirts Cotton Beach Shirt\", \"asin\": \"B09V7N1SG4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Luxury Gold Embroidery Design Slim Fit Long Sleeve Button Up Dress Shirts\", \"asin\": \"B07Y9G7BBT\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3CQ8LB\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Women's Linen Shirt Button Down V Neck Solid Blouse 3/4 Sleeves Casual Loose Fit Tunic Tops Summer T Shirts\", \"asin\": \"B0D8BD5FFN\", \"price\": \"$25.98\", \"delivery\": \"$2.99 delivery May 5 - 15\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Urban Stylish Casual Business Slim Fit Long Sleeve Button Up Dress Shirt with Pocket\", \"asin\": \"B0BWJJ6XQT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie\", \"asin\": \"B0BNMZ4NV4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery May 31 - Jun 10 for Prime members\"},\n{\"title\": \"Men Belts 2 Pack,Ratchet Sliding Belt Adjustable For Gift Mens Dress Casual 1 3/8\\\",Cut for Fit\", \"asin\": \"B0BQC183PS\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Slim Fit 3 Piece Suit Set, One Button Solid Blazer Vest Pants with Tie\", \"asin\": \"B082ZFQTQ4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Pants Elastic Waist Lightweight Casual Pants Slim Fit Yoga Beach Pants with Pockets\", \"asin\": \"B09TN7KKGP\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Sport Coat Blazer Two Buttons Lightweight Business Jackets\", \"asin\": \"B0CFL6L1CZ\", \"price\": \"$71.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Casual Henley Shirt Short Sleeve Band Collar Linen Shirt Summer Beach Hippie T-Shirts\", \"asin\": \"B0CMH368DY\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV27DL6Y\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0D3M22FVV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3RGPQ5\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:39.112Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": 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\"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": 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\"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFG1KHT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B073GCMGVL\", \"price\": \"$22.80\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Henley Shirt Short Sleeve Band Collar Linen Shirt Summer Beach Hippie T-Shirts\", \"asin\": \"B0CMH368DY\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0D3M22FVV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Shirts Short Sleeve Button Down Shirt Lightweight Summer Shirts\", \"asin\": \"B0DHRN3X6W\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ5RW92\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Poplin Solid\", \"asin\": \"B00AJOTOT0\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Stain Sheild Dress Shirts for Men Dress Shirts Slim Fit Button Down Long Sleeve Dress Shirt Formal Business\", \"asin\": \"B0CH8L5DDF\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B0CY2DHHNX\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie\", \"asin\": \"B0BNMZ4NV4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery May 31 - Jun 10 for Prime members\"},\n{\"title\": \"Men's Long Sleeve Casual Button Down Shirts Untucked Shirts for Men Regular Fit Dress Shirt\", \"asin\": \"B0D4TPTLMG\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Wrinkle Free Shirts Short Sleeve Button Down Summer Stretch Dress Shirt\", \"asin\": \"B0CMV4RPDD\", \"price\": \"$25.19\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZDN5E\", \"price\": \"$30.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Stretch Stain Shield Long Sleeve Solid Business Wedding Button Down Shirts\", \"asin\": \"B0DGXX6SYC\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Flannel Shirt Plaid Hoodie Stylish Long Sleeve Fall Casual Button Down Shirts with Flat Pocket\", \"asin\": \"B0CBBVMKBB\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Stylish Cotton Blend Casual Oxford Shirt, Breathable Long Sleeve Button Down Collar Work Shirt\", \"asin\": \"B0DLMK3957\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular-Fit Long Sleeve Oxford Shirt\", \"asin\": \"B06XWG81L9\", \"price\": \"$19.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Casual Button Down Shirts Short Sleeve Linen Shirts Summer Beach Dress Shirt\", \"asin\": \"B083P3QPH6\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hawaiian Shirt for Men, Unisex Summer Beach Casual Short Sleeve Button Down Shirts, Printed Palmshadow Clothing\", \"asin\": \"B0BL11LHJH\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B087DXNJFV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stain Shield Stretch Slim Fit Shirts Wrinkle-Free Formal Business Button Down Shirt\", \"asin\": \"B0CB8726Y8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Formal Dress Shirt Hidden Button Front Wrinkle Free Shirt Regular Fit Stretch Business Casual Shirts\", \"asin\": \"B0CGZCF9CN\", \"price\": \"$23.86\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Soild Business Formal Long Sleeve Button Up Stretch Shirts\", \"asin\": \"B09HRRZWXV\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Short Sleeve Button Down Shirts Casual Stylish Wrinkle-Free Untuckit Dress Shirt\", \"asin\": \"B0DHZX8BJ3\"},\n{\"title\": \"Mens Dress Shirt Wrinkle Free Regular Fit 4-Way Stretch Button Down Shirts\", \"asin\": \"B093V4NJHD\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3RGPQ5\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Dressy Casual Shirts Short Sleeve V Neck Work Blouse Business Casual Summer Tops 2025\", \"asin\": \"B0C2CYPQ8X\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JSE\", \"price\": \"$5.70\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49Z716F\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Long Sleeve Dress Shirts for Men - Regular-Fit Casual Button-Down Shirt with Pockets\", \"asin\": \"B09VF7KN7H\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-3x\", \"asin\": \"B00T7TXS2W\", \"price\": \"$9.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Basic Button Down Shirts Long Sleeve Plus Size Simple Stretch Formal Casual Shirt Blouse\", \"asin\": \"B07RRXHKZX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Tank Top, Regular-Fit Undershirt\", \"asin\": \"B07HJHLWH5\", \"price\": \"$9.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28STDWH\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Polos for Men Quick-Dry Athletic Mens Polo Shirts Short Sleeve Summer Casual Moisture Wicking Golf Shirt\", \"asin\": \"B09RV38GNB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Business Casual Button Down Shirt\", \"asin\": \"B0863Q4FYC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:44.299Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:02:44.299Z
click
filter
rule
2025-04-20T06:02:44.299Z
train
2,826
2025-04-20T06:02:44.299Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u886c\u886b"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - 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10 PM on $25 of qualifying items"}, {"title": "Men's Dri-Power Cotton Blend Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-3x", "asin": "B00T7TXS2W", "price": "$9.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Basic Button Down Shirts Long Sleeve Plus Size Simple Stretch Formal Casual Shirt Blouse", "asin": "B07RRXHKZX", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2ND1BC", "price": "$24.15", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Tank Top, Regular-Fit Undershirt", "asin": "B07HJHLWH5", "price": "$9.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B07BN1TY69", "price": "$32.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack", "asin": "B00WK0THTI", "price": "$11.43", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612754Q", "price": "$10.42", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0B28STDWH", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Golf Polos for Men Quick-Dry Athletic Mens Polo Shirts Short Sleeve Summer Casual Moisture Wicking Golf Shirt", "asin": "B09RV38GNB", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirts Long Sleeve Wrinkle-Free Business Casual Button Down Shirt", "asin": "B0863Q4FYC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:02:44.299Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2826, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": 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\"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": 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\"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFG1KHT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B073GCMGVL\", \"price\": \"$22.80\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Henley Shirt Short Sleeve Band Collar Linen Shirt Summer Beach Hippie T-Shirts\", \"asin\": \"B0CMH368DY\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0D3M22FVV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Shirts Short Sleeve Button Down Shirt Lightweight Summer Shirts\", \"asin\": \"B0DHRN3X6W\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ5RW92\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Poplin Solid\", \"asin\": \"B00AJOTOT0\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Stain Sheild Dress Shirts for Men Dress Shirts Slim Fit Button Down Long Sleeve Dress Shirt Formal Business\", \"asin\": \"B0CH8L5DDF\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B0CY2DHHNX\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie\", \"asin\": \"B0BNMZ4NV4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery May 31 - Jun 10 for Prime members\"},\n{\"title\": \"Men's Long Sleeve Casual Button Down Shirts Untucked Shirts for Men Regular Fit Dress Shirt\", \"asin\": \"B0D4TPTLMG\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Wrinkle Free Shirts Short Sleeve Button Down Summer Stretch Dress Shirt\", \"asin\": \"B0CMV4RPDD\", \"price\": \"$25.19\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZDN5E\", \"price\": \"$30.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Stretch Stain Shield Long Sleeve Solid Business Wedding Button Down Shirts\", \"asin\": \"B0DGXX6SYC\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Flannel Shirt Plaid Hoodie Stylish Long Sleeve Fall Casual Button Down Shirts with Flat Pocket\", \"asin\": \"B0CBBVMKBB\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Stylish Cotton Blend Casual Oxford Shirt, Breathable Long Sleeve Button Down Collar Work Shirt\", \"asin\": \"B0DLMK3957\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular-Fit Long Sleeve Oxford Shirt\", \"asin\": \"B06XWG81L9\", \"price\": \"$19.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Casual Button Down Shirts Short Sleeve Linen Shirts Summer Beach Dress Shirt\", \"asin\": \"B083P3QPH6\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hawaiian Shirt for Men, Unisex Summer Beach Casual Short Sleeve Button Down Shirts, Printed Palmshadow Clothing\", \"asin\": \"B0BL11LHJH\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B087DXNJFV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stain Shield Stretch Slim Fit Shirts Wrinkle-Free Formal Business Button Down Shirt\", \"asin\": \"B0CB8726Y8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Formal Dress Shirt Hidden Button Front Wrinkle Free Shirt Regular Fit Stretch Business Casual Shirts\", \"asin\": \"B0CGZCF9CN\", \"price\": \"$23.86\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Soild Business Formal Long Sleeve Button Up Stretch Shirts\", \"asin\": \"B09HRRZWXV\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Short Sleeve Button Down Shirts Casual Stylish Wrinkle-Free Untuckit Dress Shirt\", \"asin\": \"B0DHZX8BJ3\"},\n{\"title\": \"Mens Dress Shirt Wrinkle Free Regular Fit 4-Way Stretch Button Down Shirts\", \"asin\": \"B093V4NJHD\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3RGPQ5\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Dressy Casual Shirts Short Sleeve V Neck Work Blouse Business Casual Summer Tops 2025\", \"asin\": \"B0C2CYPQ8X\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JSE\", \"price\": \"$5.70\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49Z716F\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Long Sleeve Dress Shirts for Men - Regular-Fit Casual Button-Down Shirt with Pockets\", \"asin\": \"B09VF7KN7H\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-3x\", \"asin\": \"B00T7TXS2W\", \"price\": \"$9.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Basic Button Down Shirts Long Sleeve Plus Size Simple Stretch Formal Casual Shirt Blouse\", \"asin\": \"B07RRXHKZX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Tank Top, Regular-Fit Undershirt\", \"asin\": \"B07HJHLWH5\", \"price\": \"$9.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28STDWH\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Polos for Men Quick-Dry Athletic Mens Polo Shirts Short Sleeve Summer Casual Moisture Wicking Golf Shirt\", \"asin\": \"B09RV38GNB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Business Casual Button Down Shirt\", \"asin\": \"B0863Q4FYC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:44.299Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"VATPAVE\\nMens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men\", \"asin\": \"B0C2H3D3T2\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV27DL6Y\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Alex Vando\\nMens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens Casual Shirts Short Sleeve Button Down Shirt Lightweight Summer Shirts\", \"asin\": \"B0DHRN3X6W\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Alex Vando\\nMens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV27DL6Y\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men\", \"asin\": \"B0C2H3D3T2\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Year In Year Out\\nWrinkle Free Dress Shirt for Men Regular Fit Long Sleeve Wrinkle Resistant Shirt\", \"asin\": \"B0BF9P1828\", \"price\": \"$26.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"COOFANDY Men's Linen Shirt Textured Designer Western Work Regular Fit Shirt Short Sleeve - Black\", \"asin\": \"B083P314GB\"},\n{\"title\": \"COOFANDY Men's Short Sleeve Linen Cotton Shirt Casual Chambray Untucked Button Up Shirt\", \"asin\": \"B0BKCBK6DM\"}],\n\"search_results\": [{\"title\": \"Women's Linen Shirt Button Down V Neck Solid Blouse 3/4 Sleeves Casual Loose Fit Tunic Tops Summer T Shirts\", \"asin\": \"B0D8BD5FFN\", \"price\": \"$25.98\", \"delivery\": \"$2.99 delivery May 5 - 15\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFV7HHY\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3RGPQ5\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Urban Stylish Casual Business Slim Fit Long Sleeve Button Up Dress Shirt with Pocket\", \"asin\": \"B08H7PG721\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFV7HHY\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D886WL\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Button Down Linen Shirts for Men Casual Long Sleeve Regular Fit Cotton Beach Shirts with Pocket\", \"asin\": \"B0BF5FH1GG\", \"price\": \"$25.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Long Sleeve Button Down Shirts Wrinkle Free Shacket Jacket Stretch Casual Overshirt\", \"asin\": \"B0D4YZH5BW\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Up Shirts Solid Slim Fit Casual Business Formal Dress Shirt\", \"asin\": \"B094Z7FCDJ\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YF8BH\", \"price\": \"$19.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV27DL6Y\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men\", \"asin\": \"B0C2H3D3T2\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt\", \"asin\": \"B0CCDLP35Y\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Oxford Shirt Solid Casual Button Down Collar Shirts Long Sleeve Dress Shirts with Pocket\", \"asin\": \"B0C2ZFNZKK\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFG1KHT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B073GCMGVL\", \"price\": \"$22.80\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Henley Shirt Short Sleeve Band Collar Linen Shirt Summer Beach Hippie T-Shirts\", \"asin\": \"B0CMH368DY\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0D3M22FVV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Shirts Short Sleeve Button Down Shirt Lightweight Summer Shirts\", \"asin\": \"B0DHRN3X6W\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ5RW92\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Poplin Solid\", \"asin\": \"B00AJOTOT0\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Stain Sheild Dress Shirts for Men Dress Shirts Slim Fit Button Down Long Sleeve Dress Shirt Formal Business\", \"asin\": \"B0CH8L5DDF\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B0CY2DHHNX\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie\", \"asin\": \"B0BNMZ4NV4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery May 31 - Jun 10 for Prime members\"},\n{\"title\": \"Men's Long Sleeve Casual Button Down Shirts Untucked Shirts for Men Regular Fit Dress Shirt\", \"asin\": \"B0D4TPTLMG\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Wrinkle Free Shirts Short Sleeve Button Down Summer Stretch Dress Shirt\", \"asin\": \"B0CMV4RPDD\", \"price\": \"$25.19\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZDN5E\", \"price\": \"$30.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Stretch Stain Shield Long Sleeve Solid Business Wedding Button Down Shirts\", \"asin\": \"B0DGXX6SYC\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Flannel Shirt Plaid Hoodie Stylish Long Sleeve Fall Casual Button Down Shirts with Flat Pocket\", \"asin\": \"B0CBBVMKBB\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Stylish Cotton Blend Casual Oxford Shirt, Breathable Long Sleeve Button Down Collar Work Shirt\", \"asin\": \"B0DLMK3957\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular-Fit Long Sleeve Oxford Shirt\", \"asin\": \"B06XWG81L9\", \"price\": \"$19.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Casual Button Down Shirts Short Sleeve Linen Shirts Summer Beach Dress Shirt\", \"asin\": \"B083P3QPH6\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hawaiian Shirt for Men, Unisex Summer Beach Casual Short Sleeve Button Down Shirts, Printed Palmshadow Clothing\", \"asin\": \"B0BL11LHJH\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B087DXNJFV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stain Shield Stretch Slim Fit Shirts Wrinkle-Free Formal Business Button Down Shirt\", \"asin\": \"B0CB8726Y8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Formal Dress Shirt Hidden Button Front Wrinkle Free Shirt Regular Fit Stretch Business Casual Shirts\", \"asin\": \"B0CGZCF9CN\", \"price\": \"$23.86\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Soild Business Formal Long Sleeve Button Up Stretch Shirts\", \"asin\": \"B09HRRZWXV\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Short Sleeve Button Down Shirts Casual Stylish Wrinkle-Free Untuckit Dress Shirt\", \"asin\": \"B0DHZX8BJ3\"},\n{\"title\": \"Mens Dress Shirt Wrinkle Free Regular Fit 4-Way Stretch Button Down Shirts\", \"asin\": \"B093V4NJHD\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3RGPQ5\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Dressy Casual Shirts Short Sleeve V Neck Work Blouse Business Casual Summer Tops 2025\", \"asin\": \"B0C2CYPQ8X\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JSE\", \"price\": \"$5.70\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49Z716F\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Long Sleeve Dress Shirts for Men - Regular-Fit Casual Button-Down Shirt with Pockets\", \"asin\": \"B09VF7KN7H\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-3x\", \"asin\": \"B00T7TXS2W\", \"price\": \"$9.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Basic Button Down Shirts Long Sleeve Plus Size Simple Stretch Formal Casual Shirt Blouse\", \"asin\": \"B07RRXHKZX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Tank Top, Regular-Fit Undershirt\", \"asin\": \"B07HJHLWH5\", \"price\": \"$9.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28STDWH\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Polos for Men Quick-Dry Athletic Mens Polo Shirts Short Sleeve Summer Casual Moisture Wicking Golf Shirt\", \"asin\": \"B09RV38GNB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Business Casual Button Down Shirt\", \"asin\": \"B0863Q4FYC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:44.830Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:02:44.830Z
click
filter
rule
2025-04-20T06:02:44.830Z
train
2,827
2025-04-20T06:02:44.830Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u886c\u886b"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "VATPAVE\nMens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men", "asin": "B0C2H3D3T2", "price": "$25.99", "quantity": ""}, {"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV27DL6Y", "price": "$29.99", "quantity": ""}, {"title": "J.VER\nMen's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D5ZH66", "price": "$24.99", "quantity": ""}, {"title": "Alex Vando\nMens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt", "asin": "B07TFDNCFH", "price": "$26.59", "quantity": ""}, {"title": "PJ PAUL JONES\nMens Casual Shirts Short Sleeve Button Down Shirt Lightweight Summer Shirts", "asin": "B0DHRN3X6W", "price": "$30.99", "quantity": ""}, {"title": "Alex Vando\nMens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt", "asin": "B07TFDNCFH", "price": "$26.59", "quantity": ""}, {"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV27DL6Y", "price": "$29.99", "quantity": ""}, {"title": "J.VER\nMen's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D5ZH66", "price": "$24.99", "quantity": ""}, {"title": "VATPAVE\nMens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men", "asin": "B0C2H3D3T2", "price": "$25.99", "quantity": ""}, {"title": "Year In Year Out\nWrinkle Free Dress Shirt for Men Regular Fit Long Sleeve Wrinkle Resistant Shirt", "asin": "B0BF9P1828", "price": "$26.98", "quantity": ""}], "ads": [{"title": "COOFANDY Men's Linen Shirt Textured Designer Western Work Regular Fit Shirt Short Sleeve - Black", "asin": "B083P314GB"}, {"title": "COOFANDY Men's Short Sleeve Linen Cotton Shirt Casual Chambray Untucked Button Up Shirt", "asin": "B0BKCBK6DM"}], "search_results": [{"title": "Women's Linen Shirt Button Down V Neck Solid Blouse 3/4 Sleeves Casual Loose Fit Tunic Tops Summer T Shirts", "asin": "B0D8BD5FFN", "price": "$25.98", "delivery": "$2.99 delivery May 5 - 15"}, {"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFV7HHY", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit", "asin": "B0DC3CK7R7", "price": "$11.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt", "asin": "B0CR3RGPQ5", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Urban Stylish Casual Business Slim Fit Long Sleeve Button Up Dress Shirt with Pocket", "asin": "B08H7PG721", "price": "$19.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFV7HHY", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D886WL", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Button Down Linen Shirts for Men Casual Long Sleeve Regular Fit Cotton Beach Shirts with Pocket", "asin": "B0BF5FH1GG", "price": "$25.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens Long Sleeve Button Down Shirts Wrinkle Free Shacket Jacket Stretch Casual Overshirt", "asin": "B0D4YZH5BW", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Up Shirts Solid Slim Fit Casual Business Formal Dress Shirt", "asin": "B094Z7FCDJ", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Slim-Fit Long-Sleeve Poplin Shirt", "asin": "B0775YF8BH", "price": "$19.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV27DL6Y", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men", "asin": "B0C2H3D3T2", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt", "asin": "B07TFDNCFH", "price": "$26.59", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt", "asin": "B0CCDLP35Y", "price": "$34.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Oxford Shirt Solid Casual Button Down Collar Shirts Long Sleeve Dress Shirts with Pocket", "asin": "B0C2ZFNZKK", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts", "asin": "B0CHFG1KHT", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Regular-Fit Long-Sleeve Casual Poplin Shirt", "asin": "B073GCMGVL", "price": "$22.80", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse", "asin": "B0BPDK7BBZ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Casual Henley Shirt Short Sleeve Band Collar Linen Shirt Summer Beach Hippie T-Shirts", "asin": "B0CMH368DY", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees", "asin": "B0D3M22FVV", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Casual Shirts Short Sleeve Button Down Shirt Lightweight Summer Shirts", "asin": "B0DHRN3X6W", "price": "$30.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D5ZH66", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257YG8", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket", "asin": "B09XJ5RW92", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirt Regular Fit Poplin Solid", "asin": "B00AJOTOT0", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Stain Sheild Dress Shirts for Men Dress Shirts Slim Fit Button Down Long Sleeve Dress Shirt Formal Business", "asin": "B0CH8L5DDF", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt", "asin": "B0CY2DHHNX", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie", "asin": "B0BNMZ4NV4", "price": "$69.85", "delivery": "FREE delivery May 31 - Jun 10 for Prime members"}, {"title": "Men's Long Sleeve Casual Button Down Shirts Untucked Shirts for Men Regular Fit Dress Shirt", "asin": "B0D4TPTLMG", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Casual Wrinkle Free Shirts Short Sleeve Button Down Summer Stretch Dress Shirt", "asin": "B0CMV4RPDD", "price": "$25.19", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)", "asin": "B0000ANHSZ", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B086L57B7J", "price": "$16.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Denim Button Down Shirt", "asin": "B000UZDN5E", "price": "$30.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirt Regular Fit Stretch Stain Shield Long Sleeve Solid Business Wedding Button Down Shirts", "asin": "B0DGXX6SYC", "price": "$18.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Flannel Shirt Plaid Hoodie Stylish Long Sleeve Fall Casual Button Down Shirts with Flat Pocket", "asin": "B0CBBVMKBB", "price": "$23.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Stylish Cotton Blend Casual Oxford Shirt, Breathable Long Sleeve Button Down Collar Work Shirt", "asin": "B0DLMK3957", "price": "$19.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Regular-Fit Long Sleeve Oxford Shirt", "asin": "B06XWG81L9", "price": "$19.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)", "asin": "B0C62WJ8Y5", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Casual Button Down Shirts Short Sleeve Linen Shirts Summer Beach Dress Shirt", "asin": "B083P3QPH6", "price": "$28.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Navigator Fleece Button Up Shirt", "asin": "B07XG76CSM", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Hawaiian Shirt for Men, Unisex Summer Beach Casual Short Sleeve Button Down Shirts, Printed Palmshadow Clothing", "asin": "B0BL11LHJH", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts", "asin": "B087DXNJFV", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Stain Shield Stretch Slim Fit Shirts Wrinkle-Free Formal Business Button Down Shirt", "asin": "B0CB8726Y8", "price": "$18.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Formal Dress Shirt Hidden Button Front Wrinkle Free Shirt Regular Fit Stretch Business Casual Shirts", "asin": "B0CGZCF9CN", "price": "$23.86", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirt Regular Fit Soild Business Formal Long Sleeve Button Up Stretch Shirts", "asin": "B09HRRZWXV", "price": "$32.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Short Sleeve Button Down Shirts Casual Stylish Wrinkle-Free Untuckit Dress Shirt", "asin": "B0DHZX8BJ3"}, {"title": "Mens Dress Shirt Wrinkle Free Regular Fit 4-Way Stretch Button Down Shirts", "asin": "B093V4NJHD", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt", "asin": "B0CR3RGPQ5", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Womens Dressy Casual Shirts Short Sleeve V Neck Work Blouse Business Casual Summer Tops 2025", "asin": "B0C2CYPQ8X", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B00NOY3JSE", "price": "$5.70", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49Z716F", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Long Sleeve Dress Shirts for Men - Regular-Fit Casual Button-Down Shirt with Pockets", "asin": "B09VF7KN7H", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dri-Power Cotton Blend Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-3x", "asin": "B00T7TXS2W", "price": "$9.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Basic Button Down Shirts Long Sleeve Plus Size Simple Stretch Formal Casual Shirt Blouse", "asin": "B07RRXHKZX", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2ND1BC", "price": "$24.15", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Tank Top, Regular-Fit Undershirt", "asin": "B07HJHLWH5", "price": "$9.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B07BN1TY69", "price": "$32.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack", "asin": "B00WK0THTI", "price": "$11.43", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612754Q", "price": "$10.42", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0B28STDWH", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Golf Polos for Men Quick-Dry Athletic Mens Polo Shirts Short Sleeve Summer Casual Moisture Wicking Golf Shirt", "asin": "B09RV38GNB", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirts Long Sleeve Wrinkle-Free Business Casual Button Down Shirt", "asin": "B0863Q4FYC", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:02:44.830Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2827, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"VATPAVE\\nMens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men\", \"asin\": \"B0C2H3D3T2\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV27DL6Y\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Alex Vando\\nMens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens Casual Shirts Short Sleeve Button Down Shirt Lightweight Summer Shirts\", \"asin\": \"B0DHRN3X6W\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Alex Vando\\nMens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV27DL6Y\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men\", \"asin\": \"B0C2H3D3T2\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Year In Year Out\\nWrinkle Free Dress Shirt for Men Regular Fit Long Sleeve Wrinkle Resistant Shirt\", \"asin\": \"B0BF9P1828\", \"price\": \"$26.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"COOFANDY Men's Linen Shirt Textured Designer Western Work Regular Fit Shirt Short Sleeve - Black\", \"asin\": \"B083P314GB\"},\n{\"title\": \"COOFANDY Men's Short Sleeve Linen Cotton Shirt Casual Chambray Untucked Button Up Shirt\", \"asin\": \"B0BKCBK6DM\"}],\n\"search_results\": [{\"title\": \"Women's Linen Shirt Button Down V Neck Solid Blouse 3/4 Sleeves Casual Loose Fit Tunic Tops Summer T Shirts\", \"asin\": \"B0D8BD5FFN\", \"price\": \"$25.98\", \"delivery\": \"$2.99 delivery May 5 - 15\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFV7HHY\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Belt Leather Ratchet Belt for Men Dress Casual Every Day with Adjustable Buckle, Trim to Fit\", \"asin\": \"B0DC3CK7R7\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3RGPQ5\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Urban Stylish Casual Business Slim Fit Long Sleeve Button Up Dress Shirt with Pocket\", \"asin\": \"B08H7PG721\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFV7HHY\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D886WL\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Button Down Linen Shirts for Men Casual Long Sleeve Regular Fit Cotton Beach Shirts with Pocket\", \"asin\": \"B0BF5FH1GG\", \"price\": \"$25.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Long Sleeve Button Down Shirts Wrinkle Free Shacket Jacket Stretch Casual Overshirt\", \"asin\": \"B0D4YZH5BW\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Up Shirts Solid Slim Fit Casual Business Formal Dress Shirt\", \"asin\": \"B094Z7FCDJ\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Slim-Fit Long-Sleeve Poplin Shirt\", \"asin\": \"B0775YF8BH\", \"price\": \"$19.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV27DL6Y\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Striped Summer Shirt Casual Button Down Short Sleeve Beach Shirts Cotton Linen Shirts for Men\", \"asin\": \"B0C2H3D3T2\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Bamboo Dress Shirts Wrinkle Free Regular Fit Stretch Button Down Shirt\", \"asin\": \"B07TFDNCFH\", \"price\": \"$26.59\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Button Down Shirt Untucked Long Sleeve Stretch Denim Dress Shirt\", \"asin\": \"B0CCDLP35Y\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Oxford Shirt Solid Casual Button Down Collar Shirts Long Sleeve Dress Shirts with Pocket\", \"asin\": \"B0C2ZFNZKK\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFG1KHT\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Regular-Fit Long-Sleeve Casual Poplin Shirt\", \"asin\": \"B073GCMGVL\", \"price\": \"$22.80\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Henley Shirt Short Sleeve Band Collar Linen Shirt Summer Beach Hippie T-Shirts\", \"asin\": \"B0CMH368DY\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0D3M22FVV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Shirts Short Sleeve Button Down Shirt Lightweight Summer Shirts\", \"asin\": \"B0DHRN3X6W\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ5RW92\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Poplin Solid\", \"asin\": \"B00AJOTOT0\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Stain Sheild Dress Shirts for Men Dress Shirts Slim Fit Button Down Long Sleeve Dress Shirt Formal Business\", \"asin\": \"B0CH8L5DDF\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B0CY2DHHNX\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie\", \"asin\": \"B0BNMZ4NV4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery May 31 - Jun 10 for Prime members\"},\n{\"title\": \"Men's Long Sleeve Casual Button Down Shirts Untucked Shirts for Men Regular Fit Dress Shirt\", \"asin\": \"B0D4TPTLMG\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Wrinkle Free Shirts Short Sleeve Button Down Summer Stretch Dress Shirt\", \"asin\": \"B0CMV4RPDD\", \"price\": \"$25.19\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZDN5E\", \"price\": \"$30.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Stretch Stain Shield Long Sleeve Solid Business Wedding Button Down Shirts\", \"asin\": \"B0DGXX6SYC\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Flannel Shirt Plaid Hoodie Stylish Long Sleeve Fall Casual Button Down Shirts with Flat Pocket\", \"asin\": \"B0CBBVMKBB\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Stylish Cotton Blend Casual Oxford Shirt, Breathable Long Sleeve Button Down Collar Work Shirt\", \"asin\": \"B0DLMK3957\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular-Fit Long Sleeve Oxford Shirt\", \"asin\": \"B06XWG81L9\", \"price\": \"$19.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Casual Button Down Shirts Short Sleeve Linen Shirts Summer Beach Dress Shirt\", \"asin\": \"B083P3QPH6\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hawaiian Shirt for Men, Unisex Summer Beach Casual Short Sleeve Button Down Shirts, Printed Palmshadow Clothing\", \"asin\": \"B0BL11LHJH\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B087DXNJFV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stain Shield Stretch Slim Fit Shirts Wrinkle-Free Formal Business Button Down Shirt\", \"asin\": \"B0CB8726Y8\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Formal Dress Shirt Hidden Button Front Wrinkle Free Shirt Regular Fit Stretch Business Casual Shirts\", \"asin\": \"B0CGZCF9CN\", \"price\": \"$23.86\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Soild Business Formal Long Sleeve Button Up Stretch Shirts\", \"asin\": \"B09HRRZWXV\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Short Sleeve Button Down Shirts Casual Stylish Wrinkle-Free Untuckit Dress Shirt\", \"asin\": \"B0DHZX8BJ3\"},\n{\"title\": \"Mens Dress Shirt Wrinkle Free Regular Fit 4-Way Stretch Button Down Shirts\", \"asin\": \"B093V4NJHD\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve Dress Shirts Stretch Stain Shield Casual Button Down Shirts Solid Formal Shirt\", \"asin\": \"B0CR3RGPQ5\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Dressy Casual Shirts Short Sleeve V Neck Work Blouse Business Casual Summer Tops 2025\", \"asin\": \"B0C2CYPQ8X\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JSE\", \"price\": \"$5.70\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49Z716F\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Long Sleeve Dress Shirts for Men - Regular-Fit Casual Button-Down Shirt with Pockets\", \"asin\": \"B09VF7KN7H\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-3x\", \"asin\": \"B00T7TXS2W\", \"price\": \"$9.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Basic Button Down Shirts Long Sleeve Plus Size Simple Stretch Formal Casual Shirt Blouse\", \"asin\": \"B07RRXHKZX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Tank Top, Regular-Fit Undershirt\", \"asin\": \"B07HJHLWH5\", \"price\": \"$9.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B07BN1TY69\", \"price\": \"$32.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28STDWH\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Polos for Men Quick-Dry Athletic Mens Polo Shirts Short Sleeve Summer Casual Moisture Wicking Golf Shirt\", \"asin\": \"B09RV38GNB\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Business Casual Button Down Shirt\", \"asin\": \"B0863Q4FYC\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:44.830Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)\", \"asin\": \"B0CL21H6WV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt\", \"asin\": \"B088MJZXP9\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Pajama Pants Cotton Comfy Lounge Pants, Lightweight Pajama Bottoms with Pockets Sleepwear PJ Pants, 2 Pack\", \"asin\": \"B09VC64PTW\", \"price\": \"$44.09\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens Knit Polo Sweater Long Sleeve Polos Lightweight Casual Dress Pullover Sweaters\", \"asin\": \"/promo/AFLMTAZGPU50I\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"TBMPOY Men's Lightweight Jackets Casual Windbreaker Stylish Light Fall Spring Golf Work Dress Business\", \"asin\": \"B0CQYNBTCN\", \"price\": \"$37.61\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Men's Slim-Fit Casual Stretch Chino Pant\", \"asin\": \"B07BJKXCZG\", \"price\": \"$24.90\", \"quantity\": \"\"},\n{\"title\": \"Ait fish Men's 100% Cotton Knitted Socks Dress and Casual & Mens All-season Crew Socks Pack of 5\", \"asin\": \"/promo/A3ST5LKW4BLEV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Men's Long Sleeve Fleece Quarter Zip Pullover Sweatshirt\", \"asin\": \"B07SSCLM2D\", \"price\": \"$52.76\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Alex Vando Mens Seersucker Dress Shirts Striped Business Casual Cotton Shirts for Men,Blue Stripe,L\", \"asin\": \"B0CRHBBNWT\"}],\n\"search_results\": [{\"title\": \"Mens Golf Pants Stretch Work Dress Pants 30\\\"/32\\\"/34\\\" Quick Dry Lightweight Casual Comfy Trousers with Pockets\", \"asin\": \"B0BQQLF2HW\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Casual Sport Coat Blazer Two Buttons Lightweight Business Jackets\", \"asin\": \"B0CFL6L1CZ\", \"price\": \"$71.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT33VN2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie\", \"asin\": \"B0BNMZ4NV4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery May 31 - Jun 10 for Prime members\"},\n{\"title\": \"Casual Blazer for Men Stretch Sport Coat Knit Suit Jacket Notch Lapel Two Buttons with Pockets\", \"asin\": \"B0DH1ZL23V\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking\", \"asin\": \"B08P1KMHZD\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CPRB7FZ4\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Western Work Shirt Washed Finish\", \"asin\": \"B0006SCZMW\", \"price\": \"$38.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Poplin Solid Spread Collar Dress Shirt\", \"asin\": \"B00C7P5RPO\", \"price\": \"$39.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Short-Sleeve Oxford Solid Button Down Collar Casual Shirts with Pocket (Available in Big & Tall)\", \"asin\": \"B0D3WY5BXK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 26 - 29 for Prime members\"},\n{\"title\": \"Mens Shirt Jacket Brushed Casual Shacket with Two Pockets Long Sleeve Button Up Overshirt\", \"asin\": \"B0DG8M46ZG\", \"price\": \"$53.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Cotton Pique Polo Shirts for Men Long Sleeve Casual Comfort Moisture Wicking Regular Fit\", \"asin\": \"B0DGQFV4NF\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Sport Coat Casual Blazer One Button Business Suit Jacket\", \"asin\": \"B0BZDR8VSR\", \"price\": \"$72.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)\", \"asin\": \"B08SKNCK7G\", \"price\": \"$39.97\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt\", \"asin\": \"B07VV6LWCB\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 24 - 25\"},\n{\"title\": \"Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts\", \"asin\": \"B087BJNB6W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US\", \"asin\": \"B0746YZD8Y\", \"price\": \"$47.53\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Cotton-Blend Knit Reach Oxford Shirt\", \"asin\": \"B07SB7S5JS\", \"price\": \"$66.59\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CKGFTM9D\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"3-Pack: Men's Regular Fit Casual Short Sleeve Button Down Shirt (Available in Big & Tall)\", \"asin\": \"B0C62ZKCRZ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNQRZ52\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Non Iron Solid\", \"asin\": \"B00122CBYI\"},\n{\"title\": \"Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top\", \"asin\": \"B0BB2H6SZH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mexican Tops for Women Embroidered Shirts Bohemian Hippie Clothes Tunic Fiesta Plus Size Boho Peasant Blouses\", \"asin\": \"B07WMQ92Q6\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Flannel Shirt for Men Plaid Regular Fit Long Sleeve Cotton Button Up Casual Work Shirts Jacket with 2 Pockets\", \"asin\": \"B0DWFLX9XY\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Suits Slim Fit 2 Piece Two Button Blazer Wedding Prom Tuxedo Single Breasted Jacket Pants Set\", \"asin\": \"B0B563LGQ3\", \"price\": \"$50.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Summer Hollow Shirt Top Solid Color Button Down Turn-Down Collar Slim Casual Short Sleeve T-Shirt\", \"asin\": \"B0BYVZM72V\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery May 1 - 13\"},\n{\"title\": \"Mexican Embroidered Tops for Women Bohemian Peasant Shirts Boho Tunic Traditional Clothes Floral Fiesta Blouse\", \"asin\": \"B09JJ8V2Y8\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Fielder's Choice Cage Jacket\", \"asin\": \"B014LRDY14\", \"price\": \"$105.24\", \"delivery\": \"FREE delivery May 2 - 7\"},\n{\"title\": \"Women\\u2019s Silk Blouse,Loose Wear&Long Sleeves&V Collar,Mulberry Silk,6 Colors,\\u5973\\u58eb\\u771f\\u4e1d\\u886c\\u886b\", \"asin\": \"B0889XJCTS\", \"price\": \"$49.97\", \"delivery\": \"$9.97 delivery Apr 29 - May 7\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Stretch Solid Button Down Collar\", \"asin\": \"B0746YKVM9\"},\n{\"title\": \"KAYNO \\u7537\\u58eb\\u886c\\u886b\\u957f\\u8896\\u5370\\u82b1\\u70eb\\u94bb\\u886c\\u8863\\u7537\\u4fee\\u8eab\\u514d\\u70eb\\u6297\\u76b1\\u886c\\u886b\\u7537\\u6b3e\", \"asin\": \"B0CT3NTX7H\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9TS1NR\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9TBC3F\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9TXF12\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9SPF96\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9Q7F8K\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9RYRH5\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,2XL)\", \"asin\": \"B0BF5ZNR9N\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9TQNQG\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9V3JYT\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9S1ZGT\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,M)\", \"asin\": \"B0BF97XVX3\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)\", \"asin\": \"B0BF8W6S85\"},\n{\"title\": \"Women's Mexican Embroidered Tops Traditional Boho Hippie Clothes Peasant Blouse Bohemian Long Sleeve Shirt Tunic\", \"asin\": \"B09K3KC7XY\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)\", \"asin\": \"B0BF62GLJR\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)\", \"asin\": \"B0BF9345KC\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,3XL)\", \"asin\": \"B0BF8W6S9C\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XXL)\", \"asin\": \"B0BF9H3CXB\"},\n{\"title\": \"Women's Silk Tops Summer Shirt Solid Color Casual Loose Round Neck Blouses Cropped Top\", \"asin\": \"B0B2CRGD45\"},\n{\"title\": \"Women's Silk Tops V Neck Solid Color Casual Loose Blouses Flared Sleeves Summer Shirt\", \"asin\": \"B0B319XX56\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)\", \"asin\": \"B0BF63554Z\"},\n{\"title\": \"Women's Silk Tops Loose V Neck Breathable Shirt Summer Shirt Casual Comfortable Elegant Blouse (M) Red\", \"asin\": \"B0B2R95DCG\"},\n{\"title\": \"Women's Mulberry Silk Shirts Formal Office Fashion Long Sleeve Doll Collar Stretch Top Shirts\", \"asin\": \"B09XK4W2PG\", \"price\": \"$54.99\", \"delivery\": \"$50 delivery May 9 - 20\"},\n{\"title\": \"Women's 100% Mulberry Silk Spring Lapel Print Shirts Silk Women's Home Shirts Tops\", \"asin\": \"B09XHP33N3\", \"price\": \"$65.99\", \"delivery\": \"$50 delivery May 9 - 20\"},\n{\"title\": \"Women's Elegant Vintage Medieval Lotus Shirt Long Sleeve Steampunk Victorian Blouse Ruffle Lace Stand-Up Tops\", \"asin\": \"B0BB2S53WJ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery May 21 - Jun 8 for Prime members\"},\n{\"title\": \"Women's Silk Tops Mushroom Flower Print Casual Loose Blouses Flared Sleeves Summer Shirt\", \"asin\": \"B0B378PYN9\"},\n{\"title\": \"100% Mulberry Silk Blouse for Women Pullover Silk Shirt Silk Long Sleeves Ladies Tops Silky Tops Shirt Collar Blouse\", \"asin\": \"B0CDL6N5B6\", \"price\": \"$88.00\", \"delivery\": \"$6.99 delivery May 12 - 21\"},\n{\"title\": \"Women's Silk Tops Romantic Lotus Leaf Neckline Breathable Summer Shirt Casual Comfortable Elegant Blouse\", \"asin\": \"B0B2ZVCCMX\"},\n{\"title\": \"Women's Silk Tops Geometric Sailboat Pattern Temperament Summer Shirt Casual Comfortable Elegant Blouse\", \"asin\": \"B0B2ZTML2K\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:48.254Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:02:48.254Z
click
filter
rule
2025-04-20T06:02:48.254Z
train
2,828
2025-04-20T06:02:48.254Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u886c\u886b"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover", "asin": "B07JD9112M", "price": "$75.00", "quantity": ""}, {"title": "State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover", "asin": "B076P62J53", "price": "$180.00", "quantity": ""}, {"title": "QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned", "asin": "B07MH8Y699", "price": "$33.99", "quantity": ""}, {"title": "Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters", "asin": "B07598HDCK", "price": "$36.99", "quantity": ""}, {"title": "State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men", "asin": "B078NG76FG", "price": "$75.00", "quantity": ""}, {"title": "BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)", "asin": "B0CL21H6WV", "price": "$19.99", "quantity": ""}, {"title": "Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt", "asin": "B088MJZXP9", "price": "$33.71", "quantity": ""}, {"title": "DAVID ARCHY Men's Pajama Pants Cotton Comfy Lounge Pants, Lightweight Pajama Bottoms with Pockets Sleepwear PJ Pants, 2 Pack", "asin": "B09VC64PTW", "price": "$44.09", "quantity": ""}, {"title": "COOFANDY Mens Knit Polo Sweater Long Sleeve Polos Lightweight Casual Dress Pullover Sweaters", "asin": "/promo/AFLMTAZGPU50I", "price": "$34.99", "quantity": ""}, {"title": "TBMPOY Men's Lightweight Jackets Casual Windbreaker Stylish Light Fall Spring Golf Work Dress Business", "asin": "B0CQYNBTCN", "price": "$37.61", "quantity": ""}, {"title": "Amazon Essentials Men's Slim-Fit Casual Stretch Chino Pant", "asin": "B07BJKXCZG", "price": "$24.90", "quantity": ""}, {"title": "Ait fish Men's 100% Cotton Knitted Socks Dress and Casual & Mens All-season Crew Socks Pack of 5", "asin": "/promo/A3ST5LKW4BLEV", "price": "$26.99", "quantity": ""}, {"title": "Tommy Hilfiger Men's Long Sleeve Fleece Quarter Zip Pullover Sweatshirt", "asin": "B07SSCLM2D", "price": "$52.76", "quantity": ""}], "ads": [{"title": "Alex Vando Mens Seersucker Dress Shirts Striped Business Casual Cotton Shirts for Men,Blue Stripe,L", "asin": "B0CRHBBNWT"}], "search_results": [{"title": "Mens Golf Pants Stretch Work Dress Pants 30\"/32\"/34\" Quick Dry Lightweight Casual Comfy Trousers with Pockets", "asin": "B0BQQLF2HW", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens Casual Sport Coat Blazer Two Buttons Lightweight Business Jackets", "asin": "B0CFL6L1CZ", "price": "$71.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT33VN2", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie", "asin": "B0BNMZ4NV4", "price": "$69.85", "delivery": "FREE delivery May 31 - Jun 10 for Prime members"}, {"title": "Casual Blazer for Men Stretch Sport Coat Knit Suit Jacket Notch Lapel Two Buttons with Pockets", "asin": "B0DH1ZL23V", "price": "$69.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon."}, {"title": "3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)", "asin": "B0C62WJ8Y5", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking", "asin": "B08P1KMHZD", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt", "asin": "B0CPRB7FZ4", "price": "$138.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Western Work Shirt Washed Finish", "asin": "B0006SCZMW", "price": "$38.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Navigator Fleece Button Up Shirt", "asin": "B07XG76CSM", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Poplin Solid Spread Collar Dress Shirt", "asin": "B00C7P5RPO", "price": "$39.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3 Pack Men's Short-Sleeve Oxford Solid Button Down Collar Casual Shirts with Pocket (Available in Big & Tall)", "asin": "B0D3WY5BXK", "price": "$44.99", "delivery": "FREE delivery Apr 26 - 29 for Prime members"}, {"title": "Mens Shirt Jacket Brushed Casual Shacket with Two Pockets Long Sleeve Button Up Overshirt", "asin": "B0DG8M46ZG", "price": "$53.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Cotton Pique Polo Shirts for Men Long Sleeve Casual Comfort Moisture Wicking Regular Fit", "asin": "B0DGQFV4NF", "price": "$59.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Sport Coat Casual Blazer One Button Business Suit Jacket", "asin": "B0BZDR8VSR", "price": "$72.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)", "asin": "B08SKNCK7G", "price": "$39.97", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt", "asin": "B07VV6LWCB", "price": "$95.00", "delivery": "$15 delivery Apr 24 - 25"}, {"title": "Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts", "asin": "B087BJNB6W", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US", "asin": "B0746YZD8Y", "price": "$47.53", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Short Sleeve Cotton-Blend Knit Reach Oxford Shirt", "asin": "B07SB7S5JS", "price": "$66.59", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon."}, {"title": "Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking", "asin": "B0DGQ2PL4F", "price": "$79.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt", "asin": "B0CKGFTM9D", "price": "$138.00", "delivery": "FREE delivery Apr 25 - 29"}, {"title": "3-Pack: Men's Regular Fit Casual Short Sleeve Button Down Shirt (Available in Big & Tall)", "asin": "B0C62ZKCRZ", "price": "$39.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNQRZ52", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirt Regular Fit Non Iron Solid", "asin": "B00122CBYI"}, {"title": "Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top", "asin": "B0BB2H6SZH", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mexican Tops for Women Embroidered Shirts Bohemian Hippie Clothes Tunic Fiesta Plus Size Boho Peasant Blouses", "asin": "B07WMQ92Q6", "price": "$45.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Flannel Shirt for Men Plaid Regular Fit Long Sleeve Cotton Button Up Casual Work Shirts Jacket with 2 Pockets", "asin": "B0DWFLX9XY", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Suits Slim Fit 2 Piece Two Button Blazer Wedding Prom Tuxedo Single Breasted Jacket Pants Set", "asin": "B0B563LGQ3", "price": "$50.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Summer Hollow Shirt Top Solid Color Button Down Turn-Down Collar Slim Casual Short Sleeve T-Shirt", "asin": "B0BYVZM72V", "price": "$70.00", "delivery": "FREE delivery May 1 - 13"}, {"title": "Mexican Embroidered Tops for Women Bohemian Peasant Shirts Boho Tunic Traditional Clothes Floral Fiesta Blouse", "asin": "B09JJ8V2Y8", "price": "$42.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Fielder's Choice Cage Jacket", "asin": "B014LRDY14", "price": "$105.24", "delivery": "FREE delivery May 2 - 7"}, {"title": "Women\u2019s Silk Blouse,Loose Wear&Long Sleeves&V Collar,Mulberry Silk,6 Colors,\u5973\u58eb\u771f\u4e1d\u886c\u886b", "asin": "B0889XJCTS", "price": "$49.97", "delivery": "$9.97 delivery Apr 29 - May 7"}, {"title": "Men's Dress Shirt Regular Fit Stretch Solid Button Down Collar", "asin": "B0746YKVM9"}, {"title": "KAYNO \u7537\u58eb\u886c\u886b\u957f\u8896\u5370\u82b1\u70eb\u94bb\u886c\u8863\u7537\u4fee\u8eab\u514d\u70eb\u6297\u76b1\u886c\u886b\u7537\u6b3e", "asin": "B0CT3NTX7H"}, {"title": "BITNAT \u6d82\u9e26\u590f\u5a01\u5937\u5bbd\u677eWACKO\u77ed\u8896\u82b1\u886c\u886b\u7537\u5973", "asin": "B0BX9TS1NR"}, {"title": "BITNAT \u6d82\u9e26\u590f\u5a01\u5937\u5bbd\u677eWACKO\u77ed\u8896\u82b1\u886c\u886b\u7537\u5973", "asin": "B0BX9TBC3F"}, {"title": "BITNAT \u6d82\u9e26\u590f\u5a01\u5937\u5bbd\u677eWACKO\u77ed\u8896\u82b1\u886c\u886b\u7537\u5973", "asin": "B0BX9TXF12"}, {"title": "BITNAT \u6d82\u9e26\u590f\u5a01\u5937\u5bbd\u677eWACKO\u77ed\u8896\u82b1\u886c\u886b\u7537\u5973", "asin": "B0BX9SPF96"}, {"title": "BITNAT \u6d82\u9e26\u590f\u5a01\u5937\u5bbd\u677eWACKO\u77ed\u8896\u82b1\u886c\u886b\u7537\u5973", "asin": "B0BX9Q7F8K"}, {"title": "BITNAT \u6d82\u9e26\u590f\u5a01\u5937\u5bbd\u677eWACKO\u77ed\u8896\u82b1\u886c\u886b\u7537\u5973", "asin": "B0BX9RYRH5"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,2XL)", "asin": "B0BF5ZNR9N"}, {"title": "BITNAT \u6d82\u9e26\u590f\u5a01\u5937\u5bbd\u677eWACKO\u77ed\u8896\u82b1\u886c\u886b\u7537\u5973", "asin": "B0BX9TQNQG"}, {"title": "BITNAT \u6d82\u9e26\u590f\u5a01\u5937\u5bbd\u677eWACKO\u77ed\u8896\u82b1\u886c\u886b\u7537\u5973", "asin": "B0BX9V3JYT"}, {"title": "BITNAT \u6d82\u9e26\u590f\u5a01\u5937\u5bbd\u677eWACKO\u77ed\u8896\u82b1\u886c\u886b\u7537\u5973", "asin": "B0BX9S1ZGT"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,M)", "asin": "B0BF97XVX3"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)", "asin": "B0BF8W6S85"}, {"title": "Women's Mexican Embroidered Tops Traditional Boho Hippie Clothes Peasant Blouse Bohemian Long Sleeve Shirt Tunic", "asin": "B09K3KC7XY", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)", "asin": "B0BF62GLJR"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)", "asin": "B0BF9345KC"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,3XL)", "asin": "B0BF8W6S9C"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XXL)", "asin": "B0BF9H3CXB"}, {"title": "Women's Silk Tops Summer Shirt Solid Color Casual Loose Round Neck Blouses Cropped Top", "asin": "B0B2CRGD45"}, {"title": "Women's Silk Tops V Neck Solid Color Casual Loose Blouses Flared Sleeves Summer Shirt", "asin": "B0B319XX56"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)", "asin": "B0BF63554Z"}, {"title": "Women's Silk Tops Loose V Neck Breathable Shirt Summer Shirt Casual Comfortable Elegant Blouse (M) Red", "asin": "B0B2R95DCG"}, {"title": "Women's Mulberry Silk Shirts Formal Office Fashion Long Sleeve Doll Collar Stretch Top Shirts", "asin": "B09XK4W2PG", "price": "$54.99", "delivery": "$50 delivery May 9 - 20"}, {"title": "Women's 100% Mulberry Silk Spring Lapel Print Shirts Silk Women's Home Shirts Tops", "asin": "B09XHP33N3", "price": "$65.99", "delivery": "$50 delivery May 9 - 20"}, {"title": "Women's Elegant Vintage Medieval Lotus Shirt Long Sleeve Steampunk Victorian Blouse Ruffle Lace Stand-Up Tops", "asin": "B0BB2S53WJ", "price": "$39.99", "delivery": "FREE delivery May 21 - Jun 8 for Prime members"}, {"title": "Women's Silk Tops Mushroom Flower Print Casual Loose Blouses Flared Sleeves Summer Shirt", "asin": "B0B378PYN9"}, {"title": "100% Mulberry Silk Blouse for Women Pullover Silk Shirt Silk Long Sleeves Ladies Tops Silky Tops Shirt Collar Blouse", "asin": "B0CDL6N5B6", "price": "$88.00", "delivery": "$6.99 delivery May 12 - 21"}, {"title": "Women's Silk Tops Romantic Lotus Leaf Neckline Breathable Summer Shirt Casual Comfortable Elegant Blouse", "asin": "B0B2ZVCCMX"}, {"title": "Women's Silk Tops Geometric Sailboat Pattern Temperament Summer Shirt Casual Comfortable Elegant Blouse", "asin": "B0B2ZTML2K"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:02:48.254Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2828, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - 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10 PM\"},\n{\"title\": \"Mens Casual Sport Coat Blazer Two Buttons Lightweight Business Jackets\", \"asin\": \"B0CFL6L1CZ\", \"price\": \"$71.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT33VN2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3 Piece Slim Fit Solid Tuxedo with Stretch Fabric, One Button Shawl Collar Jacket Vest Pants with Bow Tie\", \"asin\": \"B0BNMZ4NV4\", \"price\": \"$69.85\", \"delivery\": \"FREE delivery May 31 - Jun 10 for Prime members\"},\n{\"title\": \"Casual Blazer for Men Stretch Sport Coat Knit Suit Jacket Notch Lapel Two Buttons with Pockets\", \"asin\": \"B0DH1ZL23V\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking\", \"asin\": \"B08P1KMHZD\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CPRB7FZ4\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Western Work Shirt Washed Finish\", \"asin\": \"B0006SCZMW\", \"price\": \"$38.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Poplin Solid Spread Collar Dress Shirt\", \"asin\": \"B00C7P5RPO\", \"price\": \"$39.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Short-Sleeve Oxford Solid Button Down Collar Casual Shirts with Pocket (Available in Big & Tall)\", \"asin\": \"B0D3WY5BXK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 26 - 29 for Prime members\"},\n{\"title\": \"Mens Shirt Jacket Brushed Casual Shacket with Two Pockets Long Sleeve Button Up Overshirt\", \"asin\": \"B0DG8M46ZG\", \"price\": \"$53.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Cotton Pique Polo Shirts for Men Long Sleeve Casual Comfort Moisture Wicking Regular Fit\", \"asin\": \"B0DGQFV4NF\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Sport Coat Casual Blazer One Button Business Suit Jacket\", \"asin\": \"B0BZDR8VSR\", \"price\": \"$72.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)\", \"asin\": \"B08SKNCK7G\", \"price\": \"$39.97\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt\", \"asin\": \"B07VV6LWCB\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 24 - 25\"},\n{\"title\": \"Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts\", \"asin\": \"B087BJNB6W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US\", \"asin\": \"B0746YZD8Y\", \"price\": \"$47.53\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Cotton-Blend Knit Reach Oxford Shirt\", \"asin\": \"B07SB7S5JS\", \"price\": \"$66.59\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CKGFTM9D\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"3-Pack: Men's Regular Fit Casual Short Sleeve Button Down Shirt (Available in Big & Tall)\", \"asin\": \"B0C62ZKCRZ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNQRZ52\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Non Iron Solid\", \"asin\": \"B00122CBYI\"},\n{\"title\": \"Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top\", \"asin\": \"B0BB2H6SZH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mexican Tops for Women Embroidered Shirts Bohemian Hippie Clothes Tunic Fiesta Plus Size Boho Peasant Blouses\", \"asin\": \"B07WMQ92Q6\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Flannel Shirt for Men Plaid Regular Fit Long Sleeve Cotton Button Up Casual Work Shirts Jacket with 2 Pockets\", \"asin\": \"B0DWFLX9XY\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Suits Slim Fit 2 Piece Two Button Blazer Wedding Prom Tuxedo Single Breasted Jacket Pants Set\", \"asin\": \"B0B563LGQ3\", \"price\": \"$50.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Summer Hollow Shirt Top Solid Color Button Down Turn-Down Collar Slim Casual Short Sleeve T-Shirt\", \"asin\": \"B0BYVZM72V\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery May 1 - 13\"},\n{\"title\": \"Mexican Embroidered Tops for Women Bohemian Peasant Shirts Boho Tunic Traditional Clothes Floral Fiesta Blouse\", \"asin\": \"B09JJ8V2Y8\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Fielder's Choice Cage Jacket\", \"asin\": \"B014LRDY14\", \"price\": \"$105.24\", \"delivery\": \"FREE delivery May 2 - 7\"},\n{\"title\": \"Women\\u2019s Silk Blouse,Loose Wear&Long Sleeves&V Collar,Mulberry Silk,6 Colors,\\u5973\\u58eb\\u771f\\u4e1d\\u886c\\u886b\", \"asin\": \"B0889XJCTS\", \"price\": \"$49.97\", \"delivery\": \"$9.97 delivery Apr 29 - May 7\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Stretch Solid Button Down Collar\", \"asin\": \"B0746YKVM9\"},\n{\"title\": \"KAYNO \\u7537\\u58eb\\u886c\\u886b\\u957f\\u8896\\u5370\\u82b1\\u70eb\\u94bb\\u886c\\u8863\\u7537\\u4fee\\u8eab\\u514d\\u70eb\\u6297\\u76b1\\u886c\\u886b\\u7537\\u6b3e\", \"asin\": \"B0CT3NTX7H\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9TS1NR\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9TBC3F\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9TXF12\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9SPF96\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9Q7F8K\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9RYRH5\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,2XL)\", \"asin\": \"B0BF5ZNR9N\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9TQNQG\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9V3JYT\"},\n{\"title\": \"BITNAT \\u6d82\\u9e26\\u590f\\u5a01\\u5937\\u5bbd\\u677eWACKO\\u77ed\\u8896\\u82b1\\u886c\\u886b\\u7537\\u5973\", \"asin\": \"B0BX9S1ZGT\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,M)\", \"asin\": \"B0BF97XVX3\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)\", \"asin\": \"B0BF8W6S85\"},\n{\"title\": \"Women's Mexican Embroidered Tops Traditional Boho Hippie Clothes Peasant Blouse Bohemian Long Sleeve Shirt Tunic\", \"asin\": \"B09K3KC7XY\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)\", \"asin\": \"B0BF62GLJR\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)\", \"asin\": \"B0BF9345KC\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,3XL)\", \"asin\": \"B0BF8W6S9C\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XXL)\", \"asin\": \"B0BF9H3CXB\"},\n{\"title\": \"Women's Silk Tops Summer Shirt Solid Color Casual Loose Round Neck Blouses Cropped Top\", \"asin\": \"B0B2CRGD45\"},\n{\"title\": \"Women's Silk Tops V Neck Solid Color Casual Loose Blouses Flared Sleeves Summer Shirt\", \"asin\": \"B0B319XX56\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)\", \"asin\": \"B0BF63554Z\"},\n{\"title\": \"Women's Silk Tops Loose V Neck Breathable Shirt Summer Shirt Casual Comfortable Elegant Blouse (M) Red\", \"asin\": \"B0B2R95DCG\"},\n{\"title\": \"Women's Mulberry Silk Shirts Formal Office Fashion Long Sleeve Doll Collar Stretch Top Shirts\", \"asin\": \"B09XK4W2PG\", \"price\": \"$54.99\", \"delivery\": \"$50 delivery May 9 - 20\"},\n{\"title\": \"Women's 100% Mulberry Silk Spring Lapel Print Shirts Silk Women's Home Shirts Tops\", \"asin\": \"B09XHP33N3\", \"price\": \"$65.99\", \"delivery\": \"$50 delivery May 9 - 20\"},\n{\"title\": \"Women's Elegant Vintage Medieval Lotus Shirt Long Sleeve Steampunk Victorian Blouse Ruffle Lace Stand-Up Tops\", \"asin\": \"B0BB2S53WJ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery May 21 - Jun 8 for Prime members\"},\n{\"title\": \"Women's Silk Tops Mushroom Flower Print Casual Loose Blouses Flared Sleeves Summer Shirt\", \"asin\": \"B0B378PYN9\"},\n{\"title\": \"100% Mulberry Silk Blouse for Women Pullover Silk Shirt Silk Long Sleeves Ladies Tops Silky Tops Shirt Collar Blouse\", \"asin\": \"B0CDL6N5B6\", \"price\": \"$88.00\", \"delivery\": \"$6.99 delivery May 12 - 21\"},\n{\"title\": \"Women's Silk Tops Romantic Lotus Leaf Neckline Breathable Summer Shirt Casual Comfortable Elegant Blouse\", \"asin\": \"B0B2ZVCCMX\"},\n{\"title\": \"Women's Silk Tops Geometric Sailboat Pattern Temperament Summer Shirt Casual Comfortable Elegant Blouse\", \"asin\": \"B0B2ZTML2K\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:48.254Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Alex Vando Mens Seersucker Dress Shirts Striped Business Casual Cotton Shirts for Men,Blue Stripe,L\", \"asin\": \"B0CRHBBNWT\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDSMRSQ\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DR926654\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRPDPPZL\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Short-Sleeve Oxford Solid Button Down Collar Casual Shirts with Pocket (Available in Big & Tall)\", \"asin\": \"B0D3WY5BXK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 26 - 29 for Prime members\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking\", \"asin\": \"B08P1KMHZD\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CPRB7FZ4\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Western Work Shirt Washed Finish\", \"asin\": \"B0006SCZMW\", \"price\": \"$38.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Poplin Solid Spread Collar Dress Shirt\", \"asin\": \"B00C7P5RPO\", \"price\": \"$39.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton-Blend Knit Reach Oxford Shirt\", \"asin\": \"B07SB7S5JS\", \"price\": \"$66.59\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Short Sleeve Seersucker Shirt\", \"asin\": \"B0BYP2896V\", \"price\": \"$56.21\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"3-Pack: Men's Regular Fit Casual Short Sleeve Button Down Shirt (Available in Big & Tall)\", \"asin\": \"B0C62ZKCRZ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Sport Coat Classic Fit Stretch Blazer 2 Button Suit Jacket\", \"asin\": \"B07TB2JC94\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)\", \"asin\": \"B08SKNCK7G\", \"price\": \"$39.97\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt\", \"asin\": \"B07VV6LWCB\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 24 - 25\"},\n{\"title\": \"Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts\", \"asin\": \"B087BJNB6W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNQRZ52\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Casual Dress Sneakers Oxfords Business Mesh Breathable Walking Shoes Tennis Comfortable\", \"asin\": \"B0DHZ319XC\", \"price\": \"$47.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Shirt\", \"asin\": \"B082DYQ5Q9\", \"price\": \"$71.51\", \"delivery\": \"FREE delivery for Prime members\"},\n{\"title\": \"by DXL Big and Tall Men's Seersucker Stripe Sport Shirt, Ultramarine, Sizes XL-7XL\", \"asin\": \"B0859LNRYJ\", \"price\": \"$59.50\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Reign Mens Workout Shirts, Anti-Odor, Quick Dry Mens Gym Shirts, Workout Shirts for Men\", \"asin\": \"B0866BZZL2\", \"price\": \"$68.00\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US\", \"asin\": \"B0746YZD8Y\", \"price\": \"$47.53\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top\", \"asin\": \"B0BB2H6SZH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Non Iron Solid\", \"asin\": \"B00122CBYI\"},\n{\"title\": \"Men's Summer Hollow Shirt Top Solid Color Button Down Turn-Down Collar Slim Casual Short Sleeve T-Shirt\", \"asin\": \"B0BYW3CKDX\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery May 1 - 13\"},\n{\"title\": \"Carrollton T-Shirt\", \"asin\": \"B07G61MHY2\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"2 Pack Men's Big and Tall Linen Shorts, Drawstring Casual Shorts with Pockets Elastic Waist Beach Summer Shorts\", \"asin\": \"B0DQKVY342\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Fielder's Choice Cage Jacket\", \"asin\": \"B014LRDY14\", \"price\": \"$105.24\", \"delivery\": \"FREE delivery May 2 - 7\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Stretch Solid Button Down Collar\", \"asin\": \"B0746YKVM9\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,2XL)\", \"asin\": \"B0BF5ZNR9N\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,M)\", \"asin\": \"B0BF97XVX3\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)\", \"asin\": \"B0BF8W6S85\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)\", \"asin\": \"B0BF62GLJR\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)\", \"asin\": \"B0BF9345KC\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XXL)\", \"asin\": \"B0BF9H3CXB\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)\", \"asin\": \"B0BF63554Z\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,3XL)\", \"asin\": \"B0BF8W6S9C\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:52.076Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:02:52.076Z
click
filter
rule
2025-04-20T06:02:52.076Z
train
2,829
2025-04-20T06:02:52.076Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u886c\u886b"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "ads": [{"title": "Alex Vando Mens Seersucker Dress Shirts Striped Business Casual Cotton Shirts for Men,Blue Stripe,L", "asin": "B0CRHBBNWT"}], "search_results": [{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT2NQ7F", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DSDSMRSQ", "price": "$70.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DR926654", "price": "$45.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack", "asin": "B0DRPDPPZL", "price": "$62.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3 Pack Men's Short-Sleeve Oxford Solid Button Down Collar Casual Shirts with Pocket (Available in Big & Tall)", "asin": "B0D3WY5BXK", "price": "$44.99", "delivery": "FREE delivery Apr 26 - 29 for Prime members"}, {"title": "3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)", "asin": "B0C62WJ8Y5", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking", "asin": "B08P1KMHZD", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt", "asin": "B0CPRB7FZ4", "price": "$138.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Western Work Shirt Washed Finish", "asin": "B0006SCZMW", "price": "$38.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Navigator Fleece Button Up Shirt", "asin": "B07XG76CSM", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Poplin Solid Spread Collar Dress Shirt", "asin": "B00C7P5RPO", "price": "$39.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Cotton-Blend Knit Reach Oxford Shirt", "asin": "B07SB7S5JS", "price": "$66.59", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon."}, {"title": "Men's Short Sleeve Seersucker Shirt", "asin": "B0BYP2896V", "price": "$56.21", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "3-Pack: Men's Regular Fit Casual Short Sleeve Button Down Shirt (Available in Big & Tall)", "asin": "B0C62ZKCRZ", "price": "$39.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Sport Coat Classic Fit Stretch Blazer 2 Button Suit Jacket", "asin": "B07TB2JC94", "price": "$74.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)", "asin": "B08SKNCK7G", "price": "$39.97", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt", "asin": "B07VV6LWCB", "price": "$95.00", "delivery": "$15 delivery Apr 24 - 25"}, {"title": "Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts", "asin": "B087BJNB6W", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNQRZ52", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Casual Dress Sneakers Oxfords Business Mesh Breathable Walking Shoes Tennis Comfortable", "asin": "B0DHZ319XC", "price": "$47.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Shirt", "asin": "B082DYQ5Q9", "price": "$71.51", "delivery": "FREE delivery for Prime members"}, {"title": "by DXL Big and Tall Men's Seersucker Stripe Sport Shirt, Ultramarine, Sizes XL-7XL", "asin": "B0859LNRYJ", "price": "$59.50", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Reign Mens Workout Shirts, Anti-Odor, Quick Dry Mens Gym Shirts, Workout Shirts for Men", "asin": "B0866BZZL2", "price": "$68.00", "delivery": "FREE delivery Apr 25 - 29"}, {"title": "mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US", "asin": "B0746YZD8Y", "price": "$47.53", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top", "asin": "B0BB2H6SZH", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirt Regular Fit Non Iron Solid", "asin": "B00122CBYI"}, {"title": "Men's Summer Hollow Shirt Top Solid Color Button Down Turn-Down Collar Slim Casual Short Sleeve T-Shirt", "asin": "B0BYW3CKDX", "price": "$67.00", "delivery": "FREE delivery May 1 - 13"}, {"title": "Carrollton T-Shirt", "asin": "B07G61MHY2", "price": "$48.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "2 Pack Men's Big and Tall Linen Shorts, Drawstring Casual Shorts with Pockets Elastic Waist Beach Summer Shorts", "asin": "B0DQKVY342", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Mens Fielder's Choice Cage Jacket", "asin": "B014LRDY14", "price": "$105.24", "delivery": "FREE delivery May 2 - 7"}, {"title": "Men's Dress Shirt Regular Fit Stretch Solid Button Down Collar", "asin": "B0746YKVM9"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,2XL)", "asin": "B0BF5ZNR9N"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,M)", "asin": "B0BF97XVX3"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)", "asin": "B0BF8W6S85"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)", "asin": "B0BF62GLJR"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)", "asin": "B0BF9345KC"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XXL)", "asin": "B0BF9H3CXB"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)", "asin": "B0BF63554Z"}, {"title": "Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,3XL)", "asin": "B0BF8W6S9C"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:02:52.076Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2829, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Alex Vando Mens Seersucker Dress Shirts Striped Business Casual Cotton Shirts for Men,Blue Stripe,L\", \"asin\": \"B0CRHBBNWT\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDSMRSQ\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DR926654\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRPDPPZL\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Short-Sleeve Oxford Solid Button Down Collar Casual Shirts with Pocket (Available in Big & Tall)\", \"asin\": \"B0D3WY5BXK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 26 - 29 for Prime members\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking\", \"asin\": \"B08P1KMHZD\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CPRB7FZ4\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Western Work Shirt Washed Finish\", \"asin\": \"B0006SCZMW\", \"price\": \"$38.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Poplin Solid Spread Collar Dress Shirt\", \"asin\": \"B00C7P5RPO\", \"price\": \"$39.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton-Blend Knit Reach Oxford Shirt\", \"asin\": \"B07SB7S5JS\", \"price\": \"$66.59\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Short Sleeve Seersucker Shirt\", \"asin\": \"B0BYP2896V\", \"price\": \"$56.21\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"3-Pack: Men's Regular Fit Casual Short Sleeve Button Down Shirt (Available in Big & Tall)\", \"asin\": \"B0C62ZKCRZ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Sport Coat Classic Fit Stretch Blazer 2 Button Suit Jacket\", \"asin\": \"B07TB2JC94\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)\", \"asin\": \"B08SKNCK7G\", \"price\": \"$39.97\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt\", \"asin\": \"B07VV6LWCB\", \"price\": \"$95.00\", \"delivery\": \"$15 delivery Apr 24 - 25\"},\n{\"title\": \"Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts\", \"asin\": \"B087BJNB6W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNQRZ52\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Casual Dress Sneakers Oxfords Business Mesh Breathable Walking Shoes Tennis Comfortable\", \"asin\": \"B0DHZ319XC\", \"price\": \"$47.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Shirt\", \"asin\": \"B082DYQ5Q9\", \"price\": \"$71.51\", \"delivery\": \"FREE delivery for Prime members\"},\n{\"title\": \"by DXL Big and Tall Men's Seersucker Stripe Sport Shirt, Ultramarine, Sizes XL-7XL\", \"asin\": \"B0859LNRYJ\", \"price\": \"$59.50\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Reign Mens Workout Shirts, Anti-Odor, Quick Dry Mens Gym Shirts, Workout Shirts for Men\", \"asin\": \"B0866BZZL2\", \"price\": \"$68.00\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US\", \"asin\": \"B0746YZD8Y\", \"price\": \"$47.53\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top\", \"asin\": \"B0BB2H6SZH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Non Iron Solid\", \"asin\": \"B00122CBYI\"},\n{\"title\": \"Men's Summer Hollow Shirt Top Solid Color Button Down Turn-Down Collar Slim Casual Short Sleeve T-Shirt\", \"asin\": \"B0BYW3CKDX\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery May 1 - 13\"},\n{\"title\": \"Carrollton T-Shirt\", \"asin\": \"B07G61MHY2\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"2 Pack Men's Big and Tall Linen Shorts, Drawstring Casual Shorts with Pockets Elastic Waist Beach Summer Shorts\", \"asin\": \"B0DQKVY342\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Fielder's Choice Cage Jacket\", \"asin\": \"B014LRDY14\", \"price\": \"$105.24\", \"delivery\": \"FREE delivery May 2 - 7\"},\n{\"title\": \"Men's Dress Shirt Regular Fit Stretch Solid Button Down Collar\", \"asin\": \"B0746YKVM9\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,2XL)\", \"asin\": \"B0BF5ZNR9N\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,M)\", \"asin\": \"B0BF97XVX3\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)\", \"asin\": \"B0BF8W6S85\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)\", \"asin\": \"B0BF62GLJR\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XL)\", \"asin\": \"B0BF9345KC\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,XXL)\", \"asin\": \"B0BF9H3CXB\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,L)\", \"asin\": \"B0BF63554Z\"},\n{\"title\": \"Men's Regular Fit Fashion Dynamic Casual Long Sleeve Colorblock Oxford Button Shirt(Colorblock,3XL)\", \"asin\": \"B0BF8W6S9C\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:02:52.076Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men\\u2019s Long Sleeve Button Down Shirt - Casual Dress Shirts for Men, Quick Dry\", \"asin\": \"B0CGVSBX7F\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT33VN2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B09QHG2YWH\", \"price\": \"$138.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDSKFZK\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Polo Shirt Short Sleeve Soft Light Weight - 100% Pure Cashmere\", \"asin\": \"B09VT3MYM4\", \"price\": \"$95.95\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking\", \"asin\": \"B08P1KMHZD\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CPRB7FZ4\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Western Work Shirt Washed Finish\", \"asin\": \"B0006SCZMW\", \"price\": \"$38.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts\", \"asin\": \"B087BJNB6W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRPBGF4Q\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DR926654\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Atmosphere Tee - Ultra-Soft Everyday Mens Shirts, Lightweight, Moisture-Wicking, Anti-Odor\", \"asin\": \"B0CQTVKMH4\", \"price\": \"$58.00\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 5 left in stock - order soon.\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)\", \"asin\": \"B08SKNCK7G\", \"price\": \"$39.97\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular Fit Poplin Solid Spread Collar Dress Shirt\", \"asin\": \"B00C7P5RPO\", \"price\": \"$39.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNQRZ52\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top\", \"asin\": \"B0BB2H6SZH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down\", \"asin\": \"B08H4M4P8R\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Polo Shirts for Men - Comfortable Fit Collared Shirt Men S - 4XL Fitted Short Sleeve Classic Golf Shirts\", \"asin\": \"B0BKQXN4P6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 5 left in stock - order soon.\"},\n{\"title\": \"Men's Drop-Cut Polo \\u2013 Collared Casual Shirt for Men \\u2013 Soft Polyester, Cotton, and Spandex Blend \\u2013 Wrinkle Resistant\", \"asin\": \"B0D75M58Z6\", \"price\": \"$55.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts\", \"asin\": \"B0CGVWRY4G\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US\", \"asin\": \"B0746YZD8Y\", \"price\": \"$47.53\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Cotton Pique Polo Shirts for Men Long Sleeve Casual Comfort Moisture Wicking Regular Fit\", \"asin\": \"B0DGQFV4NF\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 35+UPF, Long Sleeve Advantage Polo Shirt\", \"asin\": \"B01M9J3X74\", \"price\": \"$55.03\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:05.766Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:03:05.766Z
input
shirt
rule
2025-04-20T06:03:05.766Z
train
2,830
2025-04-20T06:03:05.766Z
input
shirt
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "\u886c\u886b"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "search_results": [{"title": "Men\u2019s Long Sleeve Button Down Shirt - Casual Dress Shirts for Men, Quick Dry", "asin": "B0CGVSBX7F", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT33VN2", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit", "asin": "B09QHG2YWH", "price": "$138.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DSDSKFZK", "price": "$70.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Polo Shirt Short Sleeve Soft Light Weight - 100% Pure Cashmere", "asin": "B09VT3MYM4", "price": "$95.95", "delivery": "FREE delivery Tue, Apr 22 Only 1 left in stock - order soon."}, {"title": "Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking", "asin": "B08P1KMHZD", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)", "asin": "B0C62WJ8Y5", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt", "asin": "B0CPRB7FZ4", "price": "$138.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Western Work Shirt Washed Finish", "asin": "B0006SCZMW", "price": "$38.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Navigator Fleece Button Up Shirt", "asin": "B07XG76CSM", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts", "asin": "B087BJNB6W", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack", "asin": "B0DRPBGF4Q", "price": "$62.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DR926654", "price": "$45.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Atmosphere Tee - Ultra-Soft Everyday Mens Shirts, Lightweight, Moisture-Wicking, Anti-Odor", "asin": "B0CQTVKMH4", "price": "$58.00", "delivery": "FREE delivery Tue, Apr 22 Only 5 left in stock - order soon."}, {"title": "Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking", "asin": "B0DGQ2PL4F", "price": "$79.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)", "asin": "B08SKNCK7G", "price": "$39.97", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Regular Fit Poplin Solid Spread Collar Dress Shirt", "asin": "B00C7P5RPO", "price": "$39.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNQRZ52", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top", "asin": "B0BB2H6SZH", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Button Down", "asin": "B08H4M4P8R", "price": "$74.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Polo Shirts for Men - Comfortable Fit Collared Shirt Men S - 4XL Fitted Short Sleeve Classic Golf Shirts", "asin": "B0BKQXN4P6", "price": "$39.95", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 5 left in stock - order soon."}, {"title": "Men's Drop-Cut Polo \u2013 Collared Casual Shirt for Men \u2013 Soft Polyester, Cotton, and Spandex Blend \u2013 Wrinkle Resistant", "asin": "B0D75M58Z6", "price": "$55.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts", "asin": "B0CGVWRY4G", "price": "$39.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US", "asin": "B0746YZD8Y", "price": "$47.53", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Cotton Pique Polo Shirts for Men Long Sleeve Casual Comfort Moisture Wicking Regular Fit", "asin": "B0DGQFV4NF", "price": "$59.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 35+UPF, Long Sleeve Advantage Polo Shirt", "asin": "B01M9J3X74", "price": "$55.03", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:03:05.766Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "index": 2830, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\\u886c\\u886b\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men\\u2019s Long Sleeve Button Down Shirt - Casual Dress Shirts for Men, Quick Dry\", \"asin\": \"B0CGVSBX7F\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT33VN2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B09QHG2YWH\", \"price\": \"$138.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDSKFZK\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Polo Shirt Short Sleeve Soft Light Weight - 100% Pure Cashmere\", \"asin\": \"B09VT3MYM4\", \"price\": \"$95.95\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking\", \"asin\": \"B08P1KMHZD\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CPRB7FZ4\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Western Work Shirt Washed Finish\", \"asin\": \"B0006SCZMW\", \"price\": \"$38.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts\", \"asin\": \"B087BJNB6W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRPBGF4Q\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DR926654\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Atmosphere Tee - Ultra-Soft Everyday Mens Shirts, Lightweight, Moisture-Wicking, Anti-Odor\", \"asin\": \"B0CQTVKMH4\", \"price\": \"$58.00\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 5 left in stock - order soon.\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)\", \"asin\": \"B08SKNCK7G\", \"price\": \"$39.97\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular Fit Poplin Solid Spread Collar Dress Shirt\", \"asin\": \"B00C7P5RPO\", \"price\": \"$39.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNQRZ52\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top\", \"asin\": \"B0BB2H6SZH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down\", \"asin\": \"B08H4M4P8R\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Polo Shirts for Men - Comfortable Fit Collared Shirt Men S - 4XL Fitted Short Sleeve Classic Golf Shirts\", \"asin\": \"B0BKQXN4P6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 5 left in stock - order soon.\"},\n{\"title\": \"Men's Drop-Cut Polo \\u2013 Collared Casual Shirt for Men \\u2013 Soft Polyester, Cotton, and Spandex Blend \\u2013 Wrinkle Resistant\", \"asin\": \"B0D75M58Z6\", \"price\": \"$55.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts\", \"asin\": \"B0CGVWRY4G\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US\", \"asin\": \"B0746YZD8Y\", \"price\": \"$47.53\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Cotton Pique Polo Shirts for Men Long Sleeve Casual Comfort Moisture Wicking Regular Fit\", \"asin\": \"B0DGQFV4NF\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 35+UPF, Long Sleeve Advantage Polo Shirt\", \"asin\": \"B01M9J3X74\", \"price\": \"$55.03\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:05.766Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men\\u2019s Long Sleeve Button Down Shirt - Casual Dress Shirts for Men, Quick Dry\", \"asin\": \"B0CGVSBX7F\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT33VN2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B09QHG2YWH\", \"price\": \"$138.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDSKFZK\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Polo Shirt Short Sleeve Soft Light Weight - 100% Pure Cashmere\", \"asin\": \"B09VT3MYM4\", \"price\": \"$95.95\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking\", \"asin\": \"B08P1KMHZD\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CPRB7FZ4\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Western Work Shirt Washed Finish\", \"asin\": \"B0006SCZMW\", \"price\": \"$38.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts\", \"asin\": \"B087BJNB6W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRPBGF4Q\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DR926654\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Atmosphere Tee - Ultra-Soft Everyday Mens Shirts, Lightweight, Moisture-Wicking, Anti-Odor\", \"asin\": \"B0CQTVKMH4\", \"price\": \"$58.00\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 5 left in stock - order soon.\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)\", \"asin\": \"B08SKNCK7G\", \"price\": \"$39.97\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular Fit Poplin Solid Spread Collar Dress Shirt\", \"asin\": \"B00C7P5RPO\", \"price\": \"$39.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNQRZ52\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top\", \"asin\": \"B0BB2H6SZH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down\", \"asin\": \"B08H4M4P8R\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Polo Shirts for Men - Comfortable Fit Collared Shirt Men S - 4XL Fitted Short Sleeve Classic Golf Shirts\", \"asin\": \"B0BKQXN4P6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 5 left in stock - order soon.\"},\n{\"title\": \"Men's Drop-Cut Polo \\u2013 Collared Casual Shirt for Men \\u2013 Soft Polyester, Cotton, and Spandex Blend \\u2013 Wrinkle Resistant\", \"asin\": \"B0D75M58Z6\", \"price\": \"$55.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts\", \"asin\": \"B0CGVWRY4G\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US\", \"asin\": \"B0746YZD8Y\", \"price\": \"$47.53\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Cotton Pique Polo Shirts for Men Long Sleeve Casual Comfort Moisture Wicking Regular Fit\", \"asin\": \"B0DGQFV4NF\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 35+UPF, Long Sleeve Advantage Polo Shirt\", \"asin\": \"B01M9J3X74\", \"price\": \"$55.03\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:06.040Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:03:06.040Z
click
search
rule
2025-04-20T06:03:06.040Z
train
2,831
2025-04-20T06:03:06.040Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "search_results": [{"title": "Men\u2019s Long Sleeve Button Down Shirt - Casual Dress Shirts for Men, Quick Dry", "asin": "B0CGVSBX7F", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT33VN2", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit", "asin": "B09QHG2YWH", "price": "$138.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DSDSKFZK", "price": "$70.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Polo Shirt Short Sleeve Soft Light Weight - 100% Pure Cashmere", "asin": "B09VT3MYM4", "price": "$95.95", "delivery": "FREE delivery Tue, Apr 22 Only 1 left in stock - order soon."}, {"title": "Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking", "asin": "B08P1KMHZD", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)", "asin": "B0C62WJ8Y5", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt", "asin": "B0CPRB7FZ4", "price": "$138.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Western Work Shirt Washed Finish", "asin": "B0006SCZMW", "price": "$38.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Navigator Fleece Button Up Shirt", "asin": "B07XG76CSM", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts", "asin": "B087BJNB6W", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack", "asin": "B0DRPBGF4Q", "price": "$62.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DR926654", "price": "$45.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Atmosphere Tee - Ultra-Soft Everyday Mens Shirts, Lightweight, Moisture-Wicking, Anti-Odor", "asin": "B0CQTVKMH4", "price": "$58.00", "delivery": "FREE delivery Tue, Apr 22 Only 5 left in stock - order soon."}, {"title": "Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking", "asin": "B0DGQ2PL4F", "price": "$79.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)", "asin": "B08SKNCK7G", "price": "$39.97", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Regular Fit Poplin Solid Spread Collar Dress Shirt", "asin": "B00C7P5RPO", "price": "$39.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNQRZ52", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top", "asin": "B0BB2H6SZH", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Button Down", "asin": "B08H4M4P8R", "price": "$74.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Polo Shirts for Men - Comfortable Fit Collared Shirt Men S - 4XL Fitted Short Sleeve Classic Golf Shirts", "asin": "B0BKQXN4P6", "price": "$39.95", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 5 left in stock - order soon."}, {"title": "Men's Drop-Cut Polo \u2013 Collared Casual Shirt for Men \u2013 Soft Polyester, Cotton, and Spandex Blend \u2013 Wrinkle Resistant", "asin": "B0D75M58Z6", "price": "$55.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts", "asin": "B0CGVWRY4G", "price": "$39.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US", "asin": "B0746YZD8Y", "price": "$47.53", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Cotton Pique Polo Shirts for Men Long Sleeve Casual Comfort Moisture Wicking Regular Fit", "asin": "B0DGQFV4NF", "price": "$59.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 35+UPF, Long Sleeve Advantage Polo Shirt", "asin": "B01M9J3X74", "price": "$55.03", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:03:06.040Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2831, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"search_results\": [{\"title\": \"Men\\u2019s Long Sleeve Button Down Shirt - Casual Dress Shirts for Men, Quick Dry\", \"asin\": \"B0CGVSBX7F\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT33VN2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Classic Fit\", \"asin\": \"B09QHG2YWH\", \"price\": \"$138.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDSKFZK\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Polo Shirt Short Sleeve Soft Light Weight - 100% Pure Cashmere\", \"asin\": \"B09VT3MYM4\", \"price\": \"$95.95\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Men's Long Sleeve Sun Protection Shirt UPF 50+ UV Quick Dry Cooling Fishing Shirts for Travel Safari Camping Hiking\", \"asin\": \"B08P1KMHZD\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3-Pack: Men's Classic Style Casual Long Sleeve Button Down Collared Shirt (Available in Big & Tall)\", \"asin\": \"B0C62WJ8Y5\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt\", \"asin\": \"B0CPRB7FZ4\", \"price\": \"$138.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Western Work Shirt Washed Finish\", \"asin\": \"B0006SCZMW\", \"price\": \"$38.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Navigator Fleece Button Up Shirt\", \"asin\": \"B07XG76CSM\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Matching Set Summer Tropical Beach Shirt 2 Piece Outfits Flower Button Down Shirts and Shorts\", \"asin\": \"B087BJNB6W\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRPBGF4Q\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DR926654\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Atmosphere Tee - Ultra-Soft Everyday Mens Shirts, Lightweight, Moisture-Wicking, Anti-Odor\", \"asin\": \"B0CQTVKMH4\", \"price\": \"$58.00\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 5 left in stock - order soon.\"},\n{\"title\": \"Slim Fit Cotton Pique Shirts for Men Casual Long Sleeve Button Down Moisture Wicking\", \"asin\": \"B0DGQ2PL4F\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Slim Fit Linen-Cotton Pocket Mesh Polo Shirt (Black/Iron (Slim Fit), L)\", \"asin\": \"B08SKNCK7G\", \"price\": \"$39.97\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Regular Fit Poplin Solid Spread Collar Dress Shirt\", \"asin\": \"B00C7P5RPO\", \"price\": \"$39.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNQRZ52\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Ruffle Blouse Medieval Renaissance Gothic Steampunk Victorian Regency Aristocrat Shirts Top\", \"asin\": \"B0BB2H6SZH\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down\", \"asin\": \"B08H4M4P8R\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Polo Shirts for Men - Comfortable Fit Collared Shirt Men S - 4XL Fitted Short Sleeve Classic Golf Shirts\", \"asin\": \"B0BKQXN4P6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 5 left in stock - order soon.\"},\n{\"title\": \"Men's Drop-Cut Polo \\u2013 Collared Casual Shirt for Men \\u2013 Soft Polyester, Cotton, and Spandex Blend \\u2013 Wrinkle Resistant\", \"asin\": \"B0D75M58Z6\", \"price\": \"$55.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts\", \"asin\": \"B0CGVWRY4G\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"mens Regular Fit Stretch Solid Button Down Collar Dress Shirt, White, 16 -16.5 Neck 34 -35 Sleeve Large US\", \"asin\": \"B0746YZD8Y\", \"price\": \"$47.53\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Cotton Pique Polo Shirts for Men Long Sleeve Casual Comfort Moisture Wicking Regular Fit\", \"asin\": \"B0DGQFV4NF\", \"price\": \"$59.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 35+UPF, Long Sleeve Advantage Polo Shirt\", \"asin\": \"B01M9J3X74\", \"price\": \"$55.03\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:06.040Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"PJ PAUL JONES\\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top\", \"asin\": \"B0DK7816XG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0CPWQY8G3\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BYLT\\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit\", \"asin\": \"B0D75PQD1Z\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"WYR Wear\\nMen\\u2019s Curve Crew \\u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee\", \"asin\": \"B08KSRDB21\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic\\nMens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees\", \"asin\": \"B0DHD2YHXX\", \"price\": \"$28.04\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees\", \"asin\": \"B0DGV62DQF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind\\nMens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0DRC8S1GV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07YTWD4Z6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp\\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ6D8SJ\", \"price\": \"$16.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HR6BQS\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HT4T3D\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0BMTG1RKM\"}],\n\"search_results\": [{\"title\": \"Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks\", \"asin\": \"B0775ZBQ9H\", \"price\": \"$17.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops\", \"asin\": \"B0DSZQRL8D\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton T-Shirts Oversized Unisex Short Sleeves Casual Loose Wash Solid Basic Tee Tops\", \"asin\": \"B0C1Z64LJR\", \"price\": \"$29.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Polo Shirts for Men Short Sleeve Dry Fit Solid Moisture Wicking Casual Performance Collared Mens Polo Shirts\", \"asin\": \"B0CQJL76H8\", \"price\": \"$23.95\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Jacquard Golf Shirts for Men Moisture Wicking Short Sleeve Performance Dry Fit Active Mens Polo Shirts\", \"asin\": \"B0CT8ZFHYN\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B07JDFPQTC\", \"price\": \"$21.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2Q29\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B07XR2TTFQ\", \"price\": \"$16.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Short Sleeve Swim Tee Rash Guard White Regular Medium\", \"asin\": \"B07MJVBFWT\", \"price\": \"$7.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Athletic Running T-Shirts Quick Dry Workout Shirts Short-Sleeve Sports Gym Tee Tops Performance Activewear\", \"asin\": \"B0CY22NDJS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Polo Shirts Short Sleeve Golf Shirts Slim Fit Muscle Quick Dry Casual Dry Fit T Shirts\", \"asin\": \"B0D2W4N4SN\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0056G80Z0\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TK5BZZ\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)\", \"asin\": \"B00HVVVMM6\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Polo Shirt Long Sleeve Golf Shirts Lightweight UPF 50+ Sun Protection Cool Shirts for Men Work Fishing Outdoor\", \"asin\": \"B09XJ23RZM\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens UPF 50+ UV Sun Protection Shirts Outdoor Long Sleeve SPF Rash Guard for Fishing Hiking Swimming Running\", \"asin\": \"B07PLKJXQF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit\", \"asin\": \"B08FHR6NJ9\", \"price\": \"$28.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Premium Cotton Jersey Crew Neck Plain & Heather Pocket T-Shirts (Regular - 3XL Sizing)\", \"asin\": \"B07G9N3FZW\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B086L1PM8V\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JKW\", \"price\": \"$5.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZCT9SS\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"by DXL Men's Big and Tall Piqu\\u00e9 Polo Shirt, Tango Red Heather\", \"asin\": \"B00VAMSAMC\", \"price\": \"$35.00\", \"delivery\": \"$9.99 delivery Sat, Apr 26\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:12.001Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:03:12.001Z
click
filter
rule
2025-04-20T06:03:12.001Z
train
2,832
2025-04-20T06:03:12.001Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": 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10 PM on $25 of qualifying items"}, {"title": "Men's Denim Button Down Shirt", "asin": "B000UZBWUM", "price": "$32.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B52VSNC", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack", "asin": "B00WK0THTI", "price": "$11.43", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07FN3WDF6", "price": "$46.04", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women", "asin": "B0CHN6S8JW", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)", "asin": "B078LC7GCX", "price": "$10.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket", "asin": "B0CQLQLWXL", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket", "asin": "B0CNXJYHPJ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Short Sleeve X-Temp Performance Polo", "asin": "B0132MFE0I", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight", "asin": "B072HT4NFJ", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B09TPK7B1K", "price": "$12.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt", "asin": "B0CN134S9T", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free", "asin": "B0CM6R3TG5", "price": "$14.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack", "asin": "B07M8NXFWM", "price": "$11.52", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Millennium Falcon Detailed Drawing T-Shirt", "asin": "B0CJKJQYGG", "price": "$19.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes", "asin": "B0BW8ZFMDJ", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0CL6TQPCP", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack", "asin": "B00KBZPTUK", "price": "$27.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:03:12.001Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2832, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"PJ PAUL JONES\\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top\", \"asin\": \"B0DK7816XG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0CPWQY8G3\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BYLT\\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit\", \"asin\": \"B0D75PQD1Z\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"WYR Wear\\nMen\\u2019s Curve Crew \\u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee\", \"asin\": \"B08KSRDB21\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic\\nMens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees\", \"asin\": \"B0DHD2YHXX\", \"price\": \"$28.04\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees\", \"asin\": \"B0DGV62DQF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind\\nMens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0DRC8S1GV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07YTWD4Z6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp\\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ6D8SJ\", \"price\": \"$16.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HR6BQS\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HT4T3D\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0BMTG1RKM\"}],\n\"search_results\": [{\"title\": \"Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks\", \"asin\": \"B0775ZBQ9H\", \"price\": \"$17.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops\", \"asin\": \"B0DSZQRL8D\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton T-Shirts Oversized Unisex Short Sleeves Casual Loose Wash Solid Basic Tee Tops\", \"asin\": \"B0C1Z64LJR\", \"price\": \"$29.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Polo Shirts for Men Short Sleeve Dry Fit Solid Moisture Wicking Casual Performance Collared Mens Polo Shirts\", \"asin\": \"B0CQJL76H8\", \"price\": \"$23.95\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Jacquard Golf Shirts for Men Moisture Wicking Short Sleeve Performance Dry Fit Active Mens Polo Shirts\", \"asin\": \"B0CT8ZFHYN\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B07JDFPQTC\", \"price\": \"$21.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2Q29\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B07XR2TTFQ\", \"price\": \"$16.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Short Sleeve Swim Tee Rash Guard White Regular Medium\", \"asin\": \"B07MJVBFWT\", \"price\": \"$7.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Athletic Running T-Shirts Quick Dry Workout Shirts Short-Sleeve Sports Gym Tee Tops Performance Activewear\", \"asin\": \"B0CY22NDJS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Polo Shirts Short Sleeve Golf Shirts Slim Fit Muscle Quick Dry Casual Dry Fit T Shirts\", \"asin\": \"B0D2W4N4SN\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0056G80Z0\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TK5BZZ\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)\", \"asin\": \"B00HVVVMM6\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Polo Shirt Long Sleeve Golf Shirts Lightweight UPF 50+ Sun Protection Cool Shirts for Men Work Fishing Outdoor\", \"asin\": \"B09XJ23RZM\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens UPF 50+ UV Sun Protection Shirts Outdoor Long Sleeve SPF Rash Guard for Fishing Hiking Swimming Running\", \"asin\": \"B07PLKJXQF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit\", \"asin\": \"B08FHR6NJ9\", \"price\": \"$28.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Premium Cotton Jersey Crew Neck Plain & Heather Pocket T-Shirts (Regular - 3XL Sizing)\", \"asin\": \"B07G9N3FZW\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B086L1PM8V\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JKW\", \"price\": \"$5.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZCT9SS\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"by DXL Men's Big and Tall Piqu\\u00e9 Polo Shirt, Tango Red Heather\", \"asin\": \"B00VAMSAMC\", \"price\": \"$35.00\", \"delivery\": \"$9.99 delivery Sat, Apr 26\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:12.001Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"PJ PAUL JONES\\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top\", \"asin\": \"B0DK7816XG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0CPWQY8G3\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BYLT\\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit\", \"asin\": \"B0D75PQD1Z\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"WYR Wear\\nMen\\u2019s Curve Crew \\u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee\", \"asin\": \"B08KSRDB21\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic\\nMens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees\", \"asin\": \"B0DHD2YHXX\", \"price\": \"$28.04\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees\", \"asin\": \"B0DGV62DQF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind\\nMens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0DRC8S1GV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07YTWD4Z6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp\\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ6D8SJ\", \"price\": \"$16.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HR6BQS\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HT4T3D\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0BMTG1RKM\"}],\n\"search_results\": [{\"title\": \"Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks\", \"asin\": \"B0775ZBQ9H\", \"price\": \"$17.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops\", \"asin\": \"B0DSZQRL8D\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton T-Shirts Oversized Unisex Short Sleeves Casual Loose Wash Solid Basic Tee Tops\", \"asin\": \"B0C1Z64LJR\", \"price\": \"$29.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Polo Shirts for Men Short Sleeve Dry Fit Solid Moisture Wicking Casual Performance Collared Mens Polo Shirts\", \"asin\": \"B0CQJL76H8\", \"price\": \"$23.95\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Jacquard Golf Shirts for Men Moisture Wicking Short Sleeve Performance Dry Fit Active Mens Polo Shirts\", \"asin\": \"B0CT8ZFHYN\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B07JDFPQTC\", \"price\": \"$21.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2Q29\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B07XR2TTFQ\", \"price\": \"$16.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Short Sleeve Swim Tee Rash Guard White Regular Medium\", \"asin\": \"B07MJVBFWT\", \"price\": \"$7.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Athletic Running T-Shirts Quick Dry Workout Shirts Short-Sleeve Sports Gym Tee Tops Performance Activewear\", \"asin\": \"B0CY22NDJS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Polo Shirts Short Sleeve Golf Shirts Slim Fit Muscle Quick Dry Casual Dry Fit T Shirts\", \"asin\": \"B0D2W4N4SN\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0056G80Z0\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TK5BZZ\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)\", \"asin\": \"B00HVVVMM6\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Polo Shirt Long Sleeve Golf Shirts Lightweight UPF 50+ Sun Protection Cool Shirts for Men Work Fishing Outdoor\", \"asin\": \"B09XJ23RZM\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens UPF 50+ UV Sun Protection Shirts Outdoor Long Sleeve SPF Rash Guard for Fishing Hiking Swimming Running\", \"asin\": \"B07PLKJXQF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit\", \"asin\": \"B08FHR6NJ9\", \"price\": \"$28.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Premium Cotton Jersey Crew Neck Plain & Heather Pocket T-Shirts (Regular - 3XL Sizing)\", \"asin\": \"B07G9N3FZW\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B086L1PM8V\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JKW\", \"price\": \"$5.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZCT9SS\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"by DXL Men's Big and Tall Piqu\\u00e9 Polo Shirt, Tango Red Heather\", \"asin\": \"B00VAMSAMC\", \"price\": \"$35.00\", \"delivery\": \"$9.99 delivery Sat, Apr 26\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:12.844Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:03:12.844Z
click
filter
rule
2025-04-20T06:03:12.844Z
train
2,833
2025-04-20T06:03:12.844Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "PJ PAUL JONES\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top", "asin": "B0DK7816XG", "price": "$29.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees", "asin": "B0CPWQY8G3", "price": "$29.99", "quantity": ""}, {"title": "BYLT\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit", "asin": "B0D75PQD1Z", "price": "$30.00", "quantity": ""}, {"title": "WYR Wear\nMen\u2019s Curve Crew \u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee", "asin": "B08KSRDB21", "price": "$34.99", "quantity": ""}, {"title": "True Classic\nMens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT2NQ7F", "price": "$49.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees", "asin": "B0DHD2YHXX", "price": "$28.04", "quantity": ""}, {"title": "COOFANDY\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees", "asin": "B0DGV62DQF", "price": "$19.99", "quantity": ""}, {"title": "Sailwind\nMens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt", "asin": "B0DRC8S1GV", "price": "$19.99", "quantity": ""}, {"title": "KLIEGOU\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL", "asin": "B07YTWD4Z6", "price": "$19.99", "quantity": ""}, {"title": "Pioneer Camp\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt", "asin": "B0BZJ6D8SJ", "price": "$16.69", "quantity": ""}], "ads": [{"title": "Go to detail page for \"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.", "asin": "B0C6HR6BQS"}, {"title": "Go to detail page for \"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.", "asin": "B0C6HT4T3D"}, {"title": "Go to detail page for \"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.", "asin": "B0BMTG1RKM"}], "search_results": [{"title": "Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks", "asin": "B0775ZBQ9H", "price": "$17.10", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops", "asin": "B0DSZQRL8D", "price": "$36.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cotton T-Shirts Oversized Unisex Short Sleeves Casual Loose Wash Solid Basic Tee Tops", "asin": "B0C1Z64LJR", "price": "$29.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Golf Polo Shirts for Men Short Sleeve Dry Fit Solid Moisture Wicking Casual Performance Collared Mens Polo Shirts", "asin": "B0CQJL76H8", "price": "$23.95", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Jacquard Golf Shirts for Men Moisture Wicking Short Sleeve Performance Dry Fit Active Mens Polo Shirts", "asin": "B0CT8ZFHYN", "price": "$17.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B086L57B7J", "price": "$16.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257YG8", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B07JDFPQTC", "price": "$21.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,", "asin": "B071WY2Q29", "price": "$17.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B07XR2TTFQ", "price": "$16.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Short Sleeve Swim Tee Rash Guard White Regular Medium", "asin": "B07MJVBFWT", "price": "$7.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Athletic Running T-Shirts Quick Dry Workout Shirts Short-Sleeve Sports Gym Tee Tops Performance Activewear", "asin": "B0CY22NDJS", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Polo Shirts Short Sleeve Golf Shirts Slim Fit Muscle Quick Dry Casual Dry Fit T Shirts", "asin": "B0D2W4N4SN", "price": "$19.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2ND1BC", "price": "$24.15", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)", "asin": "B0056G80Z0", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout", "asin": "B0B1TK5BZZ", "price": "$43.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)", "asin": "B00HVVVMM6", "price": "$14.25", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Polo Shirt Long Sleeve Golf Shirts Lightweight UPF 50+ Sun Protection Cool Shirts for Men Work Fishing Outdoor", "asin": "B09XJ23RZM", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens UPF 50+ UV Sun Protection Shirts Outdoor Long Sleeve SPF Rash Guard for Fishing Hiking Swimming Running", "asin": "B07PLKJXQF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit", "asin": "B08FHR6NJ9", "price": "$28.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Premium Cotton Jersey Crew Neck Plain & Heather Pocket T-Shirts (Regular - 3XL Sizing)", "asin": "B07G9N3FZW", "price": "$25.00", "delivery": "FREE delivery Tue, Apr 22 Only 1 left in stock - order soon."}, {"title": "T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B09T5ZZC4X", "price": "$39.87", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack", "asin": "B086L1PM8V", "price": "$21.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "5 Pack Men\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk", "asin": "B07VTSD48H", "price": "$39.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B00NOY3JKW", "price": "$5.70", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B077ZCT9SS", "price": "$18.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "by DXL Men's Big and Tall Piqu\u00e9 Polo Shirt, Tango Red Heather", "asin": "B00VAMSAMC", "price": "$35.00", "delivery": "$9.99 delivery Sat, Apr 26"}, {"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612754Q", "price": "$10.42", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D5HR1L", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09T3R52PP", "price": "$14.04", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts", "asin": "B0CHFHQ2F8", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTVZWSX", "price": "$24.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B06W588HD6", "price": "$13.24", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes", "asin": "B0CYC5GDYP", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's A-Shirt Tanks, Multipack, Style G1104", "asin": "B077ZH6ZRD", "price": "$17.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's HeatGear Compression Short-Sleeve T-Shirt", "asin": "B0874XS1TG", "price": "$19.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's V-Neck T-Shirts, Multipack, Style G1103", "asin": "B077ZKK9YB", "price": "$17.77", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0B28SWXWP", "price": "$22.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred", "asin": "B0C43C1VCX", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt", "asin": "B0CN87ZJV3", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket", "asin": "B09XJ3PCX3", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts", "asin": "B0CSWGBR4L", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Denim Button Down Shirt", "asin": "B000UZBWUM", "price": "$32.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B52VSNC", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack", "asin": "B00WK0THTI", "price": "$11.43", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07FN3WDF6", "price": "$46.04", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women", "asin": "B0CHN6S8JW", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)", "asin": "B078LC7GCX", "price": "$10.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket", "asin": "B0CQLQLWXL", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket", "asin": "B0CNXJYHPJ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Short Sleeve X-Temp Performance Polo", "asin": "B0132MFE0I", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight", "asin": "B072HT4NFJ", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B09TPK7B1K", "price": "$12.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt", "asin": "B0CN134S9T", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free", "asin": "B0CM6R3TG5", "price": "$14.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack", "asin": "B07M8NXFWM", "price": "$11.52", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Millennium Falcon Detailed Drawing T-Shirt", "asin": "B0CJKJQYGG", "price": "$19.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes", "asin": "B0BW8ZFMDJ", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0CL6TQPCP", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack", "asin": "B00KBZPTUK", "price": "$27.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:03:12.844Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2833, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"PJ PAUL JONES\\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top\", \"asin\": \"B0DK7816XG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0CPWQY8G3\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BYLT\\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit\", \"asin\": \"B0D75PQD1Z\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"WYR Wear\\nMen\\u2019s Curve Crew \\u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee\", \"asin\": \"B08KSRDB21\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic\\nMens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees\", \"asin\": \"B0DHD2YHXX\", \"price\": \"$28.04\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees\", \"asin\": \"B0DGV62DQF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind\\nMens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0DRC8S1GV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07YTWD4Z6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp\\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ6D8SJ\", \"price\": \"$16.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HR6BQS\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HT4T3D\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0BMTG1RKM\"}],\n\"search_results\": [{\"title\": \"Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks\", \"asin\": \"B0775ZBQ9H\", \"price\": \"$17.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops\", \"asin\": \"B0DSZQRL8D\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton T-Shirts Oversized Unisex Short Sleeves Casual Loose Wash Solid Basic Tee Tops\", \"asin\": \"B0C1Z64LJR\", \"price\": \"$29.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Polo Shirts for Men Short Sleeve Dry Fit Solid Moisture Wicking Casual Performance Collared Mens Polo Shirts\", \"asin\": \"B0CQJL76H8\", \"price\": \"$23.95\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Jacquard Golf Shirts for Men Moisture Wicking Short Sleeve Performance Dry Fit Active Mens Polo Shirts\", \"asin\": \"B0CT8ZFHYN\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B07JDFPQTC\", \"price\": \"$21.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2Q29\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B07XR2TTFQ\", \"price\": \"$16.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Short Sleeve Swim Tee Rash Guard White Regular Medium\", \"asin\": \"B07MJVBFWT\", \"price\": \"$7.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Athletic Running T-Shirts Quick Dry Workout Shirts Short-Sleeve Sports Gym Tee Tops Performance Activewear\", \"asin\": \"B0CY22NDJS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Polo Shirts Short Sleeve Golf Shirts Slim Fit Muscle Quick Dry Casual Dry Fit T Shirts\", \"asin\": \"B0D2W4N4SN\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0056G80Z0\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TK5BZZ\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)\", \"asin\": \"B00HVVVMM6\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Polo Shirt Long Sleeve Golf Shirts Lightweight UPF 50+ Sun Protection Cool Shirts for Men Work Fishing Outdoor\", \"asin\": \"B09XJ23RZM\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens UPF 50+ UV Sun Protection Shirts Outdoor Long Sleeve SPF Rash Guard for Fishing Hiking Swimming Running\", \"asin\": \"B07PLKJXQF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Flannel Shirt Long Sleeve Plaid Flannel Shirt for Men Soft 100% Cotton Casual Button Down Shirts Regular Fit\", \"asin\": \"B08FHR6NJ9\", \"price\": \"$28.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Premium Cotton Jersey Crew Neck Plain & Heather Pocket T-Shirts (Regular - 3XL Sizing)\", \"asin\": \"B07G9N3FZW\", \"price\": \"$25.00\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B086L1PM8V\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JKW\", \"price\": \"$5.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZCT9SS\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"by DXL Men's Big and Tall Piqu\\u00e9 Polo Shirt, Tango Red Heather\", \"asin\": \"B00VAMSAMC\", \"price\": \"$35.00\", \"delivery\": \"$9.99 delivery Sat, Apr 26\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:12.844Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", 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Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts Color 20+\", \"asin\": \"B0D3THVXM1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3 Pack Solid Color Pure Cotton Crew Neck Short-Sleeved T-Shirt Summer Sports Casual Round Neck Undershirt\", \"asin\": \"B0CYSYGR5S\", \"price\": \"$29.90\", \"delivery\": \"FREE delivery Apr 24 - 29\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JKW\", \"price\": \"$5.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B086L1PM8V\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRNYC13B\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"delivery\": \"FREE delivery May 30 - Jun 9 for Prime members\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:37.104Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:03:37.104Z
input
shirt silver
rule
2025-04-20T06:03:37.104Z
train
2,834
2025-04-20T06:03:37.104Z
input
shirt silver
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - 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Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White", "asin": "B08MZ99TBK", "price": "$14.96", "quantity": ""}, {"title": "BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)", "asin": "B0B6VV24K5", "price": "$14.99", "quantity": ""}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": ""}, {"title": "Calvin Klein Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "quantity": ""}, {"title": "Dreo Humidifiers for Bedroom, Top Fill 4L Supersized Cool Mist Humidifier, 32H Runtime, 28 dB Quiet Ultrasonic Air Humidifier for Large Room, Plants, Baby Nursery, Indoor, Night Light, Easy to Clean", "asin": "B0CCY6VG8Z", "price": "$39.99", "quantity": ""}, {"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBP8811", "price": "$26.99", "quantity": ""}, {"title": "Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count", "asin": "B0891FYSHD", "price": "$10.53", "quantity": ""}, {"title": "TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray", "asin": "B0D8LBCHGN", "price": "$49.99", "quantity": ""}], "ads": [{"title": "INTO THE AM 9 Pack Basic Tee - Non-Branded (Black/Charcoal/Grey/Indigo/Ivory/Maroon/Navy/Olive Green/White, Large)", "asin": "B0CKM2TXMH"}], "search_results": [{"title": "Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks", "asin": "B0775ZBQ9H", "price": "$17.10", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT2NQ7F", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Heavy Weight Crew Neck Cotton T-Shirt - Thick Distressed Washed T-Shirts for Men", "asin": "B0DWN3KKC5", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts", "asin": "B0DXKLQTPX", "price": "$36.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Super-T Short Sleeve T-Shirt", "asin": "B0BRQWQ63Z", "price": "$20.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B086L57B7J", "price": "$16.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257YG8", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B07JDFPQTC", "price": "$21.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,", "asin": "B071WY2Q29", "price": "$17.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B07XR2TTFQ", "price": "$16.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops", "asin": "B0DSZY86NF", "price": "$36.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL", "asin": "B0C7KPC6CZ", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees", "asin": "B0DHD3KBWL", "price": "$28.04", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2ND1BC", "price": "$24.15", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)", "asin": "B0056G80Z0", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout", "asin": "B0B1TK5BZZ", "price": "$43.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)", "asin": "B00HVVVMM6", "price": "$14.25", "delivery": " Same-Day FREE delivery Today 5 PM - 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Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B09T5ZZC4X", "price": "$39.87", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack", "asin": "B086L1PM8V", "price": "$21.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "5 Pack Men\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk", "asin": "B07VTSD48H", "price": "$39.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack", "asin": "B0DRNYC13B", "price": "$55.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees", "asin": "B0DS2KWFQK", "price": "$35.10", "delivery": "FREE delivery May 30 - Jun 9 for Prime members"}, {"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612754Q", "price": "$10.42", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D5HR1L", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09T3R52PP", "price": "$14.04", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts", "asin": "B0CHFHQ2F8", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTVZWSX", "price": "$24.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B06W588HD6", "price": "$13.24", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes", "asin": "B0CYC5GDYP", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's A-Shirt Tanks, Multipack, Style G1104", "asin": "B077ZH6ZRD", "price": "$17.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's HeatGear Compression Short-Sleeve T-Shirt", "asin": "B0874XS1TG", "price": "$19.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's V-Neck T-Shirts, Multipack, Style G1103", "asin": "B077ZKK9YB", "price": "$17.77", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0B28SWXWP", "price": "$22.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred", "asin": "B0C43C1VCX", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt", "asin": "B0CN87ZJV3", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Denim Button Down Shirt", "asin": "B000UZBWUM", "price": "$32.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket", "asin": "B09XJ3PCX3", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts", "asin": "B0CSWGBR4L", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07FN3WDF6", "price": "$46.04", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B52VSNC", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack", "asin": "B00WK0THTI", "price": "$11.43", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women", "asin": "B0CHN6S8JW", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket", "asin": "B0CQLQLWXL", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)", "asin": "B078LC7GCX", "price": "$10.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket", "asin": "B0CNXJYHPJ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Short Sleeve X-Temp Performance Polo", "asin": "B0132MFE0I", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight", "asin": "B072HT4NFJ", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B09TPK7B1K", "price": "$12.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt", "asin": "B0CN134S9T", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free", "asin": "B0CM6R3TG5", "price": "$14.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack", "asin": "B07M8NXFWM", "price": "$11.52", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0CL6TQPCP", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Millennium Falcon Detailed Drawing T-Shirt", "asin": "B0CJKJQYGG", "price": "$19.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes", "asin": "B0BW8ZFMDJ", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack", "asin": "B00KBZPTUK", "price": "$27.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:03:37.104Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt silver</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>shirt silver</answer_argument>", "index": 2834, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"PJ PAUL JONES\\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top\", \"asin\": \"B0DK7816XG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"BYLT\\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit\", \"asin\": \"B0D75PQD1Z\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0CPWQY8G3\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY\\nMen's Heavyweight T-Shirt 260g Cotton Sorona Moisture-Wicking Shirts Stretch Side Slit Tees for Men 1-Pack\", \"asin\": \"B0DDSZDM4Q\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"WYR Wear\\nMen\\u2019s Curve Crew \\u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee\", \"asin\": \"B08KSRDB21\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees\", \"asin\": \"B0DHD4QNXT\", \"price\": \"$28.04\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees\", \"asin\": \"B0DGV62DQF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07YTWD4Z6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Sailwind\\nMens Henley Long/Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B0DRC8S1GV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp\\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ6D8SJ\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)\", \"asin\": \"B0CL21H6WV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B07678PXVH\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07WPBNZML\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07JCKSXW7\", \"price\": \"$148.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B088MJZXP9\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09M8YHKG2\", \"price\": \"$31.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz\", \"asin\": \"B0CX3D74WT\", \"price\": \"$22.97\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle\", \"asin\": \"B082QB23YG\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ\", \"asin\": \"B001459IEE\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White\", \"asin\": \"B08MZ99TBK\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)\", \"asin\": \"B0B6VV24K5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Calvin Klein Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Dreo Humidifiers for Bedroom, Top Fill 4L Supersized Cool Mist Humidifier, 32H Runtime, 28 dB Quiet Ultrasonic Air Humidifier for Large Room, Plants, Baby Nursery, Indoor, Night Light, Easy to Clean\", \"asin\": \"B0CCY6VG8Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBP8811\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count\", \"asin\": \"B0891FYSHD\", \"price\": \"$10.53\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"INTO THE AM 9 Pack Basic Tee - Non-Branded (Black/Charcoal/Grey/Indigo/Ivory/Maroon/Navy/Olive Green/White, Large)\", \"asin\": \"B0CKM2TXMH\"}],\n\"search_results\": [{\"title\": \"Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks\", \"asin\": \"B0775ZBQ9H\", \"price\": \"$17.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heavy Weight Crew Neck Cotton T-Shirt - Thick Distressed Washed T-Shirts for Men\", \"asin\": \"B0DWN3KKC5\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts\", \"asin\": \"B0DXKLQTPX\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0BRQWQ63Z\", \"price\": \"$20.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B07JDFPQTC\", \"price\": \"$21.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2Q29\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B07XR2TTFQ\", \"price\": \"$16.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops\", \"asin\": \"B0DSZY86NF\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0C7KPC6CZ\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees\", \"asin\": \"B0DHD3KBWL\", \"price\": \"$28.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0056G80Z0\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TK5BZZ\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)\", \"asin\": \"B00HVVVMM6\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Bamboo Undershirts Regular Fit V Neck T-Shirts Short Sleeve Crew Neck Tees 3 or 6 Pack\", \"asin\": \"B08YV9T978\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0D3M22FVV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts Color 20+\", \"asin\": \"B0D3THVXM1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3 Pack Solid Color Pure Cotton Crew Neck Short-Sleeved T-Shirt Summer Sports Casual Round Neck Undershirt\", \"asin\": \"B0CYSYGR5S\", \"price\": \"$29.90\", \"delivery\": \"FREE delivery Apr 24 - 29\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JKW\", \"price\": \"$5.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B086L1PM8V\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRNYC13B\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"delivery\": \"FREE delivery May 30 - Jun 9 for Prime members\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:37.104Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": 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\"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b 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Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White\", \"asin\": \"B08MZ99TBK\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)\", \"asin\": \"B0B6VV24K5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Calvin Klein Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Dreo Humidifiers for Bedroom, Top Fill 4L Supersized Cool Mist Humidifier, 32H Runtime, 28 dB Quiet Ultrasonic Air Humidifier for Large Room, Plants, Baby Nursery, Indoor, Night Light, Easy to Clean\", \"asin\": \"B0CCY6VG8Z\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBP8811\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count\", \"asin\": \"B0891FYSHD\", \"price\": \"$10.53\", \"quantity\": \"\"},\n{\"title\": \"TORRAS MiniMag Power Bank,Ultra-Slim 10,000mAh Magnetic Wireless Portable Charger, 22.5W Fast Charging Battery Pack with USB-C Cable Designed for iPhone 16 Pro Max/16 Pro/16/15/14/13/12, Glacier Gray\", \"asin\": \"B0D8LBCHGN\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"INTO THE AM 9 Pack Basic Tee - Non-Branded (Black/Charcoal/Grey/Indigo/Ivory/Maroon/Navy/Olive Green/White, Large)\", \"asin\": \"B0CKM2TXMH\"}],\n\"search_results\": [{\"title\": \"Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks\", \"asin\": \"B0775ZBQ9H\", \"price\": \"$17.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heavy Weight Crew Neck Cotton T-Shirt - Thick Distressed Washed T-Shirts for Men\", \"asin\": \"B0DWN3KKC5\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts\", \"asin\": \"B0DXKLQTPX\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0BRQWQ63Z\", \"price\": \"$20.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B07JDFPQTC\", \"price\": \"$21.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2Q29\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B07XR2TTFQ\", \"price\": \"$16.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops\", \"asin\": \"B0DSZY86NF\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0C7KPC6CZ\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees\", \"asin\": \"B0DHD3KBWL\", \"price\": \"$28.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0056G80Z0\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TK5BZZ\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)\", \"asin\": \"B00HVVVMM6\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Bamboo Undershirts Regular Fit V Neck T-Shirts Short Sleeve Crew Neck Tees 3 or 6 Pack\", \"asin\": \"B08YV9T978\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0D3M22FVV\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts Color 20+\", \"asin\": \"B0D3THVXM1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3 Pack Solid Color Pure Cotton Crew Neck Short-Sleeved T-Shirt Summer Sports Casual Round Neck Undershirt\", \"asin\": \"B0CYSYGR5S\", \"price\": \"$29.90\", \"delivery\": \"FREE delivery Apr 24 - 29\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JKW\", \"price\": \"$5.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B086L1PM8V\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRNYC13B\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"delivery\": \"FREE delivery May 30 - Jun 9 for Prime members\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:38.959Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:03:38.959Z
click
search
rule
2025-04-20T06:03:38.959Z
train
2,835
2025-04-20T06:03:38.959Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": 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Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B09T5ZZC4X", "price": "$39.87", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack", "asin": "B086L1PM8V", "price": "$21.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "5 Pack Men\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk", "asin": "B07VTSD48H", "price": "$39.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack", "asin": "B0DRNYC13B", "price": "$55.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees", "asin": "B0DS2KWFQK", "price": "$35.10", "delivery": "FREE delivery May 30 - Jun 9 for Prime members"}, {"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612754Q", "price": "$10.42", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D5HR1L", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09T3R52PP", "price": "$14.04", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts", "asin": "B0CHFHQ2F8", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTVZWSX", "price": "$24.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B06W588HD6", "price": "$13.24", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes", "asin": "B0CYC5GDYP", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's A-Shirt Tanks, Multipack, Style G1104", "asin": "B077ZH6ZRD", "price": "$17.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's HeatGear Compression Short-Sleeve T-Shirt", "asin": "B0874XS1TG", "price": "$19.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's V-Neck T-Shirts, Multipack, Style G1103", "asin": "B077ZKK9YB", "price": "$17.77", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0B28SWXWP", "price": "$22.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred", "asin": "B0C43C1VCX", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt", "asin": "B0CN87ZJV3", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Denim Button Down Shirt", "asin": "B000UZBWUM", "price": "$32.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket", "asin": "B09XJ3PCX3", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts", "asin": "B0CSWGBR4L", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07FN3WDF6", "price": "$46.04", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B52VSNC", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack", "asin": "B00WK0THTI", "price": "$11.43", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women", "asin": "B0CHN6S8JW", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket", "asin": "B0CQLQLWXL", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)", "asin": "B078LC7GCX", "price": "$10.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket", "asin": "B0CNXJYHPJ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Short Sleeve X-Temp Performance Polo", "asin": "B0132MFE0I", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight", "asin": "B072HT4NFJ", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B09TPK7B1K", "price": "$12.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt", "asin": "B0CN134S9T", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free", "asin": "B0CM6R3TG5", "price": "$14.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack", "asin": "B07M8NXFWM", "price": "$11.52", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0CL6TQPCP", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Millennium Falcon Detailed Drawing T-Shirt", "asin": "B0CJKJQYGG", "price": "$19.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes", "asin": "B0BW8ZFMDJ", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack", "asin": "B00KBZPTUK", "price": "$27.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:03:38.959Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2835, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:38.959Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silver\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257BCZ\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket\", \"asin\": \"B09ZKNMQV6\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Casual Hawaiian Floral Shirts Short Sleeve Button Down Tropical Shirts Beach Summer Shirts\", \"asin\": \"B08D384G93\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B0CJ4MMDZC\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Muscle Fit Dress Shirts Wrinkle-Free Short Sleeve Casual Button Down Shirt\", \"asin\": \"B09L8H6S4B\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"JOGAL\\nMens Floral Lace Shirt See Through Casual Button Down Shirts\", \"asin\": \"B0BRZRR18X\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"JOGAL\\nMens 70s Floral Dress Shirt Long Sleeve Printed Casual Button Down Shirts\", \"asin\": \"B08KSXYF7V\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1K79SDZ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B087FCKKDR\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09VPTNXDC\", \"price\": \"$21.97\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09JFV7HHY\"},\n{\"title\": \"Go to detail page for \\\"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09JFZTWVJ\"},\n{\"title\": \"Go to detail page for \\\"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09LRZRV9S\"}],\n\"search_results\": [{\"title\": \"Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts\", \"asin\": \"B0C3CSLPL4\", \"price\": \"$23.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Luxury Satin Dress Shirt Shiny Silk Long Sleeve Button Up Shirts Wedding Shirt Party Prom\", \"asin\": \"B0D7MD7RBD\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Soft Satin Silk Leopard Button Down Shirts for Women Silky Long Sleeve Work Shirt Dress Blouses Tops\", \"asin\": \"B0D3KV31W3\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt\", \"asin\": \"B0CQX1FVL3\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts\", \"asin\": \"B07Y4TC622\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Shiny Metallic Sequin Long Sleeve Button Down Shirts for Halloween Cosplay Party\", \"asin\": \"B0CP3CQC32\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men Dress Shirt Sequins Long Sleeve Button Down Shirt Luxury Disco Party Nightclub Christmas Prom Costume\", \"asin\": \"B07WTTXS7J\", \"price\": \"$15.66\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Stretch Multi-Use Long Sleeve Dress Shirts Party Prom Wedding Shirts with Slight Sheen\", \"asin\": \"B0D9PXBFFL\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Stretch Long Sleeve Formal Shirt Solid Business Casual Button Down Shirts for Wedding Prom\", \"asin\": \"B0DGQ1C76W\", \"price\": \"$18.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Elegant Metallic Tops Short Sleeve Round Neck Blouses\", \"asin\": \"B0D48L79MW\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top\", \"asin\": \"B0C613X35Q\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top\", \"asin\": \"B0BP78MF54\", \"price\": \"$18.82\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top\", \"asin\": \"B0C613X35Q\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Sequin T-Shirt for Men's Glitter Tee Tops Short Sleeve Crew Neck Disco Metallic Shirt\", \"asin\": \"B0DPQDHH5G\", \"price\": \"$39.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Metallic Shirts for Men's Short Sleeves Shiny T-Shirts Party Disco Holographic Tee\", \"asin\": \"B0DQXPPXWD\", \"price\": \"$25.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Women's Metallic Tops Short Sleeve Crewneck Holographic Shiny Tees Glitter Sparkle Shirt for Party Club Concert\", \"asin\": \"B0C7KNCP58\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 70s Disco Shiny Metallic Gold Silver Short Sleeve Button Down Shirt\", \"asin\": \"B071N9MXZN\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Sequin Tank Tops for Women Bustier Corset Top Sparkle Sexy Slim Camisole Sleeveless Party\", \"asin\": \"B0C5MXHP67\", \"price\": \"$29.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Metallic Jacket 70s Disco Party Varsity Jacket Zip-up Baseball Bomber\", \"asin\": \"B08KVZ91C2\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Metallic T-Shirt for Men's Crew Neck Short Sleeves Party Sparkly Shiny Tee Tops\", \"asin\": \"B0D53HDZ7C\", \"price\": \"$24.77\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Plus Size Giltter Round Neck T Shirt Short Sleeve Sparkly Party Tee Tops\", \"asin\": \"B0BQMVNC5S\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Metallic Tee for Men's Round Neck Short Sleeves Club Sparkle Shiny T-Shirt Top\", \"asin\": \"B0CRL258DK\", \"price\": \"$22.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 5 left in stock - order soon.\"},\n{\"title\": \"Men's Metallic Tank Top Sleeveless Crew Neck Party Shirts Rave Tops Clubwear\", \"asin\": \"B0D8TFC2WF\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Women's Shiny Metallic Short Sleeve T Shirt Sexy Mock Neck Slim Crop Top Party Disco Club Tees\", \"asin\": \"B0C4TD8BYN\", \"price\": \"$18.40\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Sexy Glittering Fishnet Knit Long Sleeve Crew Neck Solid Slim T Shirt Top Sheer Mesh Round Neck Tshirt Tops\", \"asin\": \"B0DMP8MKQS\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Stretch Wrinkle Free Slim Fit Wedding Formal Button Down Shirt\", \"asin\": \"B0DYSSRLFP\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Metallic Ruched Round Neck Sleeveless Tank Top Y2K Slim Fitted Sports Casual Crop Tops\", \"asin\": \"B0CTY1M1R7\", \"price\": \"$18.28\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Relaxed Short Sleeve Turndown Sparkle Sequins Polo Shirts 70s Disco Nightclub Party Shirt Tops\", \"asin\": \"B07MMMVY1K\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Shiny Metallic Shirts for Men's Short Sleeves Button Sequin Disco Glitter Shirts\", \"asin\": \"B0CT5GKBM5\", \"price\": \"$27.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Sequin Shirt for Men's Button Down Long Sleeves Disco Metallic Shiny Shirts\", \"asin\": \"B0DBTZ7HFB\", \"price\": \"$37.77\", \"delivery\": \"FREE delivery May 4 - 12 for Prime members\"},\n{\"title\": \"Sheer Mesh Shirts for Men's See Through Short Sleeves Party Disco Shiny Metallic Shirts\", \"asin\": \"B0CSFFSWZT\", \"price\": \"$28.77\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's PU Leather V Neck Solid Sleeveless Camisole Crop Tank Top\", \"asin\": \"B0CL3XKR5G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top\", \"asin\": \"B0BP78MF54\", \"price\": \"$18.82\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Shiny Shirts Short Sleeve Sparkly Disco Rave Hot Tops Nightclub Glitter T-Shirt\", \"asin\": \"B0D8PSHCJR\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Shiny Tops Holographic Metallic Shirt Shimmer Glitter Sparkle Party Disco Tee Shirt Blouse\", \"asin\": \"B07ZHTNCJM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Metallic T-Shirt for Men's Crocodile-Pattern Short Sleeves Disco Party Animal Printed Tee Tops\", \"asin\": \"B0D53BWYQF\", \"price\": \"$24.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Shiny Metallic Shirt for Men's Long Sleeves Button Party Disco Glitter Shirts\", \"asin\": \"B0CTQ7G4W5\", \"price\": \"$27.77\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Sequins Shirts for Men's Short Sleeves Disco Party Sparkly Metallic Shirt\", \"asin\": \"B0D14TPQBZ\", \"price\": \"$32.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt\", \"asin\": \"B07KQ33LZN\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Casual Summer Short Sleeve High Low Loose T Shirt Basic Tees Tops for Women\", \"asin\": \"B08NB1LB8P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Tank Tops Casual Fashion V Neck Strappy Sequin Sparkle Shimmer Camisole Sleeveless Tanks Tops\", \"asin\": \"B0BBG4QP8L\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Christmas Shiny Party Holographic Sleeveless Slim Fit Metallic Cami Top\", \"asin\": \"B0BJ5X9JRD\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Metallic Disco Shirt Women Short Sleeve Shiny Multicolor Top Music Festival Outfit\", \"asin\": \"B0DHS45FW4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Scoop Neck Cap Sleeve Blouse Summer Casual Shirt Tops\", \"asin\": \"B0CTC6RF4J\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Tops Sequin Sparkly Glitter Casual Loose Shirts Short Sleeve Tunic Blouses\", \"asin\": \"B0C8RV4YNG\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Sexy Shiny Metallic T-Shirts Short Sleeve Sparkly Shirts Disco Holographic Tops\", \"asin\": \"B0CW1RSWB9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09XTY4JL7\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Womens Summer Fashion Sequin Tops Scoop Neck Sequin Sparkle Shimmer Sleeveless Tanks Tops Blouses\", \"asin\": \"B0CNSSTQ8N\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Metallic Shirt 70s 80s Men Disco Outfit Metallic Hooded Tops Hoodie Shirts for Disco Party\", \"asin\": \"B0B877R4R8\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1KH3ZKK\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Off The Shoulder Tops Sexy Shiny Metallic Shirts Long Sleeves Fashion Graphic T-shirts Blouses\", \"asin\": \"B08MZGTF9W\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B09L4WDW58\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Y2k Metallic Tee Mock Neck Short Sleeve Crop Tops T Shirt\", \"asin\": \"B0CWKPKPDX\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Girl's Metallic Oversized Tops Half Sleeve Crew Neck Loose Y2k T Shirts\", \"asin\": \"B0CYFYJL59\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women Sexy Fishnet Knit Glittering Crop Tank Going Out Top Sheer Mesh Sleeveless Crewneck Solid Slim Cropped Tops\", \"asin\": \"B0BXL8HJV6\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Halter Sequin Tank Tops for Women Sleeveless Sparkly Glitter Club Outfits Ruched Flowy Shiny Party Concert Shirt\", \"asin\": \"B0D6W8HDCW\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Jacquard Long Sleeve Dress Shirt Shiny Satin Slik Like Wedding Party Prom Shirts\", \"asin\": \"B0936KLC14\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Polo Shirts Short and Long Sleeve Casual Solid Stylish Dry Fit Performance Designed Collared Golf Polo Shirts for Men\", \"asin\": \"B0CRTZ979D\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Short Sleeve Sequin Shirts Party Glitter Sparkly Tops Blouse (5-12 Years)\", \"asin\": \"B0CWNN9LFH\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Metallic Shirts with Arm Sleeves, Shiny Crop Top for Dancing, Raves, Festivals, Costumes 4-15 Years\", \"asin\": \"B0C4GM9X3C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Sequin Tank Tops Sparkle Glitter Shirts Summer Sleeveless V Neck Shimmer Sexy Party Cami Going Out Outfits\", \"asin\": \"B0DSD43QTB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens' Metallic Button Down Shirts Long Sleeve Sparkly Blouse Shiny Glitter Party Tops Disco Outfits\", \"asin\": \"B0CYSJQF5W\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Stretch Dress Shirts Solid Long Sleeve Button Down Shirts Formal Casual Business Prom Party Wedding\", \"asin\": \"B0BQ38RPDT\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:49.386Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:03:49.386Z
click
search
rule
2025-04-20T06:03:49.386Z
train
2,836
2025-04-20T06:03:49.386Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silver"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257BCZ", "price": "$31.99", "quantity": ""}, {"title": "VATPAVE\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket", "asin": "B09ZKNMQV6", "price": "$25.99", "quantity": ""}, {"title": "VATPAVE\nMens Casual Hawaiian Floral Shirts Short Sleeve Button Down Tropical Shirts Beach Summer Shirts", "asin": "B08D384G93", "price": "$25.99", "quantity": ""}, {"title": "J.VER\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts", "asin": "B0CJ4MMDZC", "price": "$23.99", "quantity": ""}, {"title": "COOFANDY\nMen's Muscle Fit Dress Shirts Wrinkle-Free Short Sleeve Casual Button Down Shirt", "asin": "B09L8H6S4B", "price": "$27.99", "quantity": ""}, {"title": "JOGAL\nMens Floral Lace Shirt See Through Casual Button Down Shirts", "asin": "B0BRZRR18X", "price": "$26.99", "quantity": ""}, {"title": "JOGAL\nMens 70s Floral Dress Shirt Long Sleeve Printed Casual Button Down Shirts", "asin": "B08KSXYF7V", "price": "$27.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party", "asin": "B0D1K79SDZ", "price": "$18.99", "quantity": ""}, {"title": "J.VER\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts", "asin": "B087FCKKDR", "price": "$19.99", "quantity": ""}, {"title": "J.VER\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09VPTNXDC", "price": "$21.97", "quantity": ""}], "ads": [{"title": "Go to detail page for \"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.", "asin": "B09JFV7HHY"}, {"title": "Go to detail page for \"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.", "asin": "B09JFZTWVJ"}, {"title": "Go to detail page for \"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.", "asin": "B09LRZRV9S"}], "search_results": [{"title": "Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts", "asin": "B0C3CSLPL4", "price": "$23.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Luxury Satin Dress Shirt Shiny Silk Long Sleeve Button Up Shirts Wedding Shirt Party Prom", "asin": "B0D7MD7RBD", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Soft Satin Silk Leopard Button Down Shirts for Women Silky Long Sleeve Work Shirt Dress Blouses Tops", "asin": "B0D3KV31W3", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt", "asin": "B0CQX1FVL3", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts", "asin": "B07Y4TC622", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Shiny Metallic Sequin Long Sleeve Button Down Shirts for Halloween Cosplay Party", "asin": "B0CP3CQC32", "price": "$32.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men Dress Shirt Sequins Long Sleeve Button Down Shirt Luxury Disco Party Nightclub Christmas Prom Costume", "asin": "B07WTTXS7J", "price": "$15.66", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Stretch Multi-Use Long Sleeve Dress Shirts Party Prom Wedding Shirts with Slight Sheen", "asin": "B0D9PXBFFL", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirts Stretch Long Sleeve Formal Shirt Solid Business Casual Button Down Shirts for Wedding Prom", "asin": "B0DGQ1C76W", "price": "$18.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Elegant Metallic Tops Short Sleeve Round Neck Blouses", "asin": "B0D48L79MW", "price": "$24.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top", "asin": "B0C613X35Q", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top", "asin": "B0BP78MF54", "price": "$18.82", "delivery": "FREE delivery Tue, Apr 22 Only 1 left in stock - order soon."}, {"title": "Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top", "asin": "B0C613X35Q", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Sequin T-Shirt for Men's Glitter Tee Tops Short Sleeve Crew Neck Disco Metallic Shirt", "asin": "B0DPQDHH5G", "price": "$39.77", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Metallic Shirts for Men's Short Sleeves Shiny T-Shirts Party Disco Holographic Tee", "asin": "B0DQXPPXWD", "price": "$25.77", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Women's Metallic Tops Short Sleeve Crewneck Holographic Shiny Tees Glitter Sparkle Shirt for Party Club Concert", "asin": "B0C7KNCP58", "price": "$21.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's 70s Disco Shiny Metallic Gold Silver Short Sleeve Button Down Shirt", "asin": "B071N9MXZN", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Sequin Tank Tops for Women Bustier Corset Top Sparkle Sexy Slim Camisole Sleeveless Party", "asin": "B0C5MXHP67", "price": "$29.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Metallic Jacket 70s Disco Party Varsity Jacket Zip-up Baseball Bomber", "asin": "B08KVZ91C2", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Metallic T-Shirt for Men's Crew Neck Short Sleeves Party Sparkly Shiny Tee Tops", "asin": "B0D53HDZ7C", "price": "$24.77", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Plus Size Giltter Round Neck T Shirt Short Sleeve Sparkly Party Tee Tops", "asin": "B0BQMVNC5S", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Metallic Tee for Men's Round Neck Short Sleeves Club Sparkle Shiny T-Shirt Top", "asin": "B0CRL258DK", "price": "$22.77", "delivery": "FREE delivery Tue, Apr 22 Only 5 left in stock - order soon."}, {"title": "Men's Metallic Tank Top Sleeveless Crew Neck Party Shirts Rave Tops Clubwear", "asin": "B0D8TFC2WF", "price": "$19.98", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Women's Shiny Metallic Short Sleeve T Shirt Sexy Mock Neck Slim Crop Top Party Disco Club Tees", "asin": "B0C4TD8BYN", "price": "$18.40", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Sexy Glittering Fishnet Knit Long Sleeve Crew Neck Solid Slim T Shirt Top Sheer Mesh Round Neck Tshirt Tops", "asin": "B0DMP8MKQS", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirts Long Sleeve Stretch Wrinkle Free Slim Fit Wedding Formal Button Down Shirt", "asin": "B0DYSSRLFP", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Women's Metallic Ruched Round Neck Sleeveless Tank Top Y2K Slim Fitted Sports Casual Crop Tops", "asin": "B0CTY1M1R7", "price": "$18.28", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Relaxed Short Sleeve Turndown Sparkle Sequins Polo Shirts 70s Disco Nightclub Party Shirt Tops", "asin": "B07MMMVY1K", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Shiny Metallic Shirts for Men's Short Sleeves Button Sequin Disco Glitter Shirts", "asin": "B0CT5GKBM5", "price": "$27.77", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Sequin Shirt for Men's Button Down Long Sleeves Disco Metallic Shiny Shirts", "asin": "B0DBTZ7HFB", "price": "$37.77", "delivery": "FREE delivery May 4 - 12 for Prime members"}, {"title": "Sheer Mesh Shirts for Men's See Through Short Sleeves Party Disco Shiny Metallic Shirts", "asin": "B0CSFFSWZT", "price": "$28.77", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's PU Leather V Neck Solid Sleeveless Camisole Crop Tank Top", "asin": "B0CL3XKR5G", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top", "asin": "B0BP78MF54", "price": "$18.82", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Shiny Shirts Short Sleeve Sparkly Disco Rave Hot Tops Nightclub Glitter T-Shirt", "asin": "B0D8PSHCJR", "price": "$21.98", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Shiny Tops Holographic Metallic Shirt Shimmer Glitter Sparkle Party Disco Tee Shirt Blouse", "asin": "B07ZHTNCJM", "price": "$22.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Metallic T-Shirt for Men's Crocodile-Pattern Short Sleeves Disco Party Animal Printed Tee Tops", "asin": "B0D53BWYQF", "price": "$24.77", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Shiny Metallic Shirt for Men's Long Sleeves Button Party Disco Glitter Shirts", "asin": "B0CTQ7G4W5", "price": "$27.77", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon."}, {"title": "Sequins Shirts for Men's Short Sleeves Disco Party Sparkly Metallic Shirt", "asin": "B0D14TPQBZ", "price": "$32.77", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt", "asin": "B07KQ33LZN", "price": "$31.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Casual Summer Short Sleeve High Low Loose T Shirt Basic Tees Tops for Women", "asin": "B08NB1LB8P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Womens Tank Tops Casual Fashion V Neck Strappy Sequin Sparkle Shimmer Camisole Sleeveless Tanks Tops", "asin": "B0BBG4QP8L", "price": "$31.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Christmas Shiny Party Holographic Sleeveless Slim Fit Metallic Cami Top", "asin": "B0BJ5X9JRD", "price": "$22.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Metallic Disco Shirt Women Short Sleeve Shiny Multicolor Top Music Festival Outfit", "asin": "B0DHS45FW4", "price": "$24.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Scoop Neck Cap Sleeve Blouse Summer Casual Shirt Tops", "asin": "B0CTC6RF4J", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Off Shoulder Tops Sequin Sparkly Glitter Casual Loose Shirts Short Sleeve Tunic Blouses", "asin": "B0C8RV4YNG", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Sexy Shiny Metallic T-Shirts Short Sleeve Sparkly Shirts Disco Holographic Tops", "asin": "B0CW1RSWB9", "price": "$25.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL", "asin": "B09XTY4JL7", "price": "$19.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Womens Summer Fashion Sequin Tops Scoop Neck Sequin Sparkle Shimmer Sleeveless Tanks Tops Blouses", "asin": "B0CNSSTQ8N", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Metallic Shirt 70s 80s Men Disco Outfit Metallic Hooded Tops Hoodie Shirts for Disco Party", "asin": "B0B877R4R8", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party", "asin": "B0D1KH3ZKK", "price": "$18.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Off The Shoulder Tops Sexy Shiny Metallic Shirts Long Sleeves Fashion Graphic T-shirts Blouses", "asin": "B08MZGTF9W", "price": "$28.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party", "asin": "B09L4WDW58", "price": "$38.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Y2k Metallic Tee Mock Neck Short Sleeve Crop Tops T Shirt", "asin": "B0CWKPKPDX", "price": "$12.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Girl's Metallic Oversized Tops Half Sleeve Crew Neck Loose Y2k T Shirts", "asin": "B0CYFYJL59", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Women Sexy Fishnet Knit Glittering Crop Tank Going Out Top Sheer Mesh Sleeveless Crewneck Solid Slim Cropped Tops", "asin": "B0BXL8HJV6", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Halter Sequin Tank Tops for Women Sleeveless Sparkly Glitter Club Outfits Ruched Flowy Shiny Party Concert Shirt", "asin": "B0D6W8HDCW", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Luxury Jacquard Long Sleeve Dress Shirt Shiny Satin Slik Like Wedding Party Prom Shirts", "asin": "B0936KLC14", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Polo Shirts Short and Long Sleeve Casual Solid Stylish Dry Fit Performance Designed Collared Golf Polo Shirts for Men", "asin": "B0CRTZ979D", "price": "$25.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Girls Short Sleeve Sequin Shirts Party Glitter Sparkly Tops Blouse (5-12 Years)", "asin": "B0CWNN9LFH", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Girls Metallic Shirts with Arm Sleeves, Shiny Crop Top for Dancing, Raves, Festivals, Costumes 4-15 Years", "asin": "B0C4GM9X3C", "price": "$23.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women Sequin Tank Tops Sparkle Glitter Shirts Summer Sleeveless V Neck Shimmer Sexy Party Cami Going Out Outfits", "asin": "B0DSD43QTB", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens' Metallic Button Down Shirts Long Sleeve Sparkly Blouse Shiny Glitter Party Tops Disco Outfits", "asin": "B0CYSJQF5W", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Stretch Dress Shirts Solid Long Sleeve Button Down Shirts Formal Casual Business Prom Party Wedding", "asin": "B0BQ38RPDT", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:03:49.386Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2836, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": 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order soon.\"},\n{\"title\": \"Sequin Shirt for Men's Button Down Long Sleeves Disco Metallic Shiny Shirts\", \"asin\": \"B0DBTZ7HFB\", \"price\": \"$37.77\", \"delivery\": \"FREE delivery May 4 - 12 for Prime members\"},\n{\"title\": \"Sheer Mesh Shirts for Men's See Through Short Sleeves Party Disco Shiny Metallic Shirts\", \"asin\": \"B0CSFFSWZT\", \"price\": \"$28.77\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's PU Leather V Neck Solid Sleeveless Camisole Crop Tank Top\", \"asin\": \"B0CL3XKR5G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top\", \"asin\": \"B0BP78MF54\", \"price\": \"$18.82\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Shiny Shirts Short Sleeve Sparkly Disco Rave Hot Tops Nightclub Glitter T-Shirt\", \"asin\": \"B0D8PSHCJR\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Shiny Tops Holographic Metallic Shirt Shimmer Glitter Sparkle Party Disco Tee Shirt Blouse\", \"asin\": \"B07ZHTNCJM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Metallic T-Shirt for Men's Crocodile-Pattern Short Sleeves Disco Party Animal Printed Tee Tops\", \"asin\": \"B0D53BWYQF\", \"price\": \"$24.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Shiny Metallic Shirt for Men's Long Sleeves Button Party Disco Glitter Shirts\", \"asin\": \"B0CTQ7G4W5\", \"price\": \"$27.77\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Sequins Shirts for Men's Short Sleeves Disco Party Sparkly Metallic Shirt\", \"asin\": \"B0D14TPQBZ\", \"price\": \"$32.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt\", \"asin\": \"B07KQ33LZN\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Casual Summer Short Sleeve High Low Loose T Shirt Basic Tees Tops for Women\", \"asin\": \"B08NB1LB8P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Tank Tops Casual Fashion V Neck Strappy Sequin Sparkle Shimmer Camisole Sleeveless Tanks Tops\", \"asin\": \"B0BBG4QP8L\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Christmas Shiny Party Holographic Sleeveless Slim Fit Metallic Cami Top\", \"asin\": \"B0BJ5X9JRD\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Metallic Disco Shirt Women Short Sleeve Shiny Multicolor Top Music Festival Outfit\", \"asin\": \"B0DHS45FW4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Scoop Neck Cap Sleeve Blouse Summer Casual Shirt Tops\", \"asin\": \"B0CTC6RF4J\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Tops Sequin Sparkly Glitter Casual Loose Shirts Short Sleeve Tunic Blouses\", \"asin\": \"B0C8RV4YNG\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Sexy Shiny Metallic T-Shirts Short Sleeve Sparkly Shirts Disco Holographic Tops\", \"asin\": \"B0CW1RSWB9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09XTY4JL7\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Womens Summer Fashion Sequin Tops Scoop Neck Sequin Sparkle Shimmer Sleeveless Tanks Tops Blouses\", \"asin\": \"B0CNSSTQ8N\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Metallic Shirt 70s 80s Men Disco Outfit Metallic Hooded Tops Hoodie Shirts for Disco Party\", \"asin\": \"B0B877R4R8\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1KH3ZKK\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Off The Shoulder Tops Sexy Shiny Metallic Shirts Long Sleeves Fashion Graphic T-shirts Blouses\", \"asin\": \"B08MZGTF9W\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B09L4WDW58\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Y2k Metallic Tee Mock Neck Short Sleeve Crop Tops T Shirt\", \"asin\": \"B0CWKPKPDX\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Girl's Metallic Oversized Tops Half Sleeve Crew Neck Loose Y2k T Shirts\", \"asin\": \"B0CYFYJL59\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women Sexy Fishnet Knit Glittering Crop Tank Going Out Top Sheer Mesh Sleeveless Crewneck Solid Slim Cropped Tops\", \"asin\": \"B0BXL8HJV6\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Halter Sequin Tank Tops for Women Sleeveless Sparkly Glitter Club Outfits Ruched Flowy Shiny Party Concert Shirt\", \"asin\": \"B0D6W8HDCW\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Jacquard Long Sleeve Dress Shirt Shiny Satin Slik Like Wedding Party Prom Shirts\", \"asin\": \"B0936KLC14\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Polo Shirts Short and Long Sleeve Casual Solid Stylish Dry Fit Performance Designed Collared Golf Polo Shirts for Men\", \"asin\": \"B0CRTZ979D\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Short Sleeve Sequin Shirts Party Glitter Sparkly Tops Blouse (5-12 Years)\", \"asin\": \"B0CWNN9LFH\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Metallic Shirts with Arm Sleeves, Shiny Crop Top for Dancing, Raves, Festivals, Costumes 4-15 Years\", \"asin\": \"B0C4GM9X3C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Sequin Tank Tops Sparkle Glitter Shirts Summer Sleeveless V Neck Shimmer Sexy Party Cami Going Out Outfits\", \"asin\": \"B0DSD43QTB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens' Metallic Button Down Shirts Long Sleeve Sparkly Blouse Shiny Glitter Party Tops Disco Outfits\", \"asin\": \"B0CYSJQF5W\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Stretch Dress Shirts Solid Long Sleeve Button Down Shirts Formal Casual Business Prom Party Wedding\", \"asin\": \"B0BQ38RPDT\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:49.386Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silver\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257BCZ\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket\", \"asin\": \"B09ZKNMQV6\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Casual Hawaiian Floral Shirts Short Sleeve Button Down Tropical Shirts Beach Summer Shirts\", \"asin\": \"B08D384G93\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B0CJ4MMDZC\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Muscle Fit Dress Shirts Wrinkle-Free Short Sleeve Casual Button Down Shirt\", \"asin\": \"B09L8H6S4B\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"JOGAL\\nMens Floral Lace Shirt See Through Casual Button Down Shirts\", \"asin\": \"B0BRZRR18X\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"JOGAL\\nMens 70s Floral Dress Shirt Long Sleeve Printed Casual Button Down Shirts\", \"asin\": \"B08KSXYF7V\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1K79SDZ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B087FCKKDR\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09VPTNXDC\", \"price\": \"$21.97\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09JFV7HHY\"},\n{\"title\": \"Go to detail page for \\\"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09JFZTWVJ\"},\n{\"title\": \"Go to detail page for \\\"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09LRZRV9S\"}],\n\"search_results\": [{\"title\": \"Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts\", \"asin\": \"B0C3CSLPL4\", \"price\": \"$23.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Luxury Satin Dress Shirt Shiny Silk Long Sleeve Button Up Shirts Wedding Shirt Party Prom\", \"asin\": \"B0D7MD7RBD\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Soft Satin Silk Leopard Button Down Shirts for Women Silky Long Sleeve Work Shirt Dress Blouses Tops\", \"asin\": \"B0D3KV31W3\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt\", \"asin\": \"B0CQX1FVL3\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts\", \"asin\": \"B07Y4TC622\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Shiny Metallic Sequin Long Sleeve Button Down Shirts for Halloween Cosplay Party\", \"asin\": \"B0CP3CQC32\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men Dress Shirt Sequins Long Sleeve Button Down Shirt Luxury Disco Party Nightclub Christmas Prom Costume\", \"asin\": \"B07WTTXS7J\", \"price\": \"$15.66\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Stretch Multi-Use Long Sleeve Dress Shirts Party Prom Wedding Shirts with Slight Sheen\", \"asin\": \"B0D9PXBFFL\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Stretch Long Sleeve Formal Shirt Solid Business Casual Button Down Shirts for Wedding Prom\", \"asin\": \"B0DGQ1C76W\", \"price\": \"$18.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Elegant Metallic Tops Short Sleeve Round Neck Blouses\", \"asin\": \"B0D48L79MW\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top\", \"asin\": \"B0C613X35Q\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top\", \"asin\": \"B0BP78MF54\", \"price\": \"$18.82\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top\", \"asin\": \"B0C613X35Q\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Sequin T-Shirt for Men's Glitter Tee Tops Short Sleeve Crew Neck Disco Metallic Shirt\", \"asin\": \"B0DPQDHH5G\", \"price\": \"$39.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Metallic Shirts for Men's Short Sleeves Shiny T-Shirts Party Disco Holographic Tee\", \"asin\": \"B0DQXPPXWD\", \"price\": \"$25.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Women's Metallic Tops Short Sleeve Crewneck Holographic Shiny Tees Glitter Sparkle Shirt for Party Club Concert\", \"asin\": \"B0C7KNCP58\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 70s Disco Shiny Metallic Gold Silver Short Sleeve Button Down Shirt\", \"asin\": \"B071N9MXZN\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Sequin Tank Tops for Women Bustier Corset Top Sparkle Sexy Slim Camisole Sleeveless Party\", \"asin\": \"B0C5MXHP67\", \"price\": \"$29.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Metallic Jacket 70s Disco Party Varsity Jacket Zip-up Baseball Bomber\", \"asin\": \"B08KVZ91C2\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Metallic T-Shirt for Men's Crew Neck Short Sleeves Party Sparkly Shiny Tee Tops\", \"asin\": \"B0D53HDZ7C\", \"price\": \"$24.77\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Plus Size Giltter Round Neck T Shirt Short Sleeve Sparkly Party Tee Tops\", \"asin\": \"B0BQMVNC5S\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Metallic Tee for Men's Round Neck Short Sleeves Club Sparkle Shiny T-Shirt Top\", \"asin\": \"B0CRL258DK\", \"price\": \"$22.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 5 left in stock - order soon.\"},\n{\"title\": \"Men's Metallic Tank Top Sleeveless Crew Neck Party Shirts Rave Tops Clubwear\", \"asin\": \"B0D8TFC2WF\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Women's Shiny Metallic Short Sleeve T Shirt Sexy Mock Neck Slim Crop Top Party Disco Club Tees\", \"asin\": \"B0C4TD8BYN\", \"price\": \"$18.40\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Sexy Glittering Fishnet Knit Long Sleeve Crew Neck Solid Slim T Shirt Top Sheer Mesh Round Neck Tshirt Tops\", \"asin\": \"B0DMP8MKQS\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Stretch Wrinkle Free Slim Fit Wedding Formal Button Down Shirt\", \"asin\": \"B0DYSSRLFP\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Metallic Ruched Round Neck Sleeveless Tank Top Y2K Slim Fitted Sports Casual Crop Tops\", \"asin\": \"B0CTY1M1R7\", \"price\": \"$18.28\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Relaxed Short Sleeve Turndown Sparkle Sequins Polo Shirts 70s Disco Nightclub Party Shirt Tops\", \"asin\": \"B07MMMVY1K\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Shiny Metallic Shirts for Men's Short Sleeves Button Sequin Disco Glitter Shirts\", \"asin\": \"B0CT5GKBM5\", \"price\": \"$27.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Sequin Shirt for Men's Button Down Long Sleeves Disco Metallic Shiny Shirts\", \"asin\": \"B0DBTZ7HFB\", \"price\": \"$37.77\", \"delivery\": \"FREE delivery May 4 - 12 for Prime members\"},\n{\"title\": \"Sheer Mesh Shirts for Men's See Through Short Sleeves Party Disco Shiny Metallic Shirts\", \"asin\": \"B0CSFFSWZT\", \"price\": \"$28.77\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's PU Leather V Neck Solid Sleeveless Camisole Crop Tank Top\", \"asin\": \"B0CL3XKR5G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top\", \"asin\": \"B0BP78MF54\", \"price\": \"$18.82\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Shiny Shirts Short Sleeve Sparkly Disco Rave Hot Tops Nightclub Glitter T-Shirt\", \"asin\": \"B0D8PSHCJR\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Shiny Tops Holographic Metallic Shirt Shimmer Glitter Sparkle Party Disco Tee Shirt Blouse\", \"asin\": \"B07ZHTNCJM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Metallic T-Shirt for Men's Crocodile-Pattern Short Sleeves Disco Party Animal Printed Tee Tops\", \"asin\": \"B0D53BWYQF\", \"price\": \"$24.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Shiny Metallic Shirt for Men's Long Sleeves Button Party Disco Glitter Shirts\", \"asin\": \"B0CTQ7G4W5\", \"price\": \"$27.77\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Sequins Shirts for Men's Short Sleeves Disco Party Sparkly Metallic Shirt\", \"asin\": \"B0D14TPQBZ\", \"price\": \"$32.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt\", \"asin\": \"B07KQ33LZN\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Casual Summer Short Sleeve High Low Loose T Shirt Basic Tees Tops for Women\", \"asin\": \"B08NB1LB8P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Tank Tops Casual Fashion V Neck Strappy Sequin Sparkle Shimmer Camisole Sleeveless Tanks Tops\", \"asin\": \"B0BBG4QP8L\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Christmas Shiny Party Holographic Sleeveless Slim Fit Metallic Cami Top\", \"asin\": \"B0BJ5X9JRD\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Metallic Disco Shirt Women Short Sleeve Shiny Multicolor Top Music Festival Outfit\", \"asin\": \"B0DHS45FW4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Scoop Neck Cap Sleeve Blouse Summer Casual Shirt Tops\", \"asin\": \"B0CTC6RF4J\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Tops Sequin Sparkly Glitter Casual Loose Shirts Short Sleeve Tunic Blouses\", \"asin\": \"B0C8RV4YNG\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Sexy Shiny Metallic T-Shirts Short Sleeve Sparkly Shirts Disco Holographic Tops\", \"asin\": \"B0CW1RSWB9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09XTY4JL7\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Womens Summer Fashion Sequin Tops Scoop Neck Sequin Sparkle Shimmer Sleeveless Tanks Tops Blouses\", \"asin\": \"B0CNSSTQ8N\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Metallic Shirt 70s 80s Men Disco Outfit Metallic Hooded Tops Hoodie Shirts for Disco Party\", \"asin\": \"B0B877R4R8\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1KH3ZKK\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Off The Shoulder Tops Sexy Shiny Metallic Shirts Long Sleeves Fashion Graphic T-shirts Blouses\", \"asin\": \"B08MZGTF9W\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B09L4WDW58\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Y2k Metallic Tee Mock Neck Short Sleeve Crop Tops T Shirt\", \"asin\": \"B0CWKPKPDX\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Girl's Metallic Oversized Tops Half Sleeve Crew Neck Loose Y2k T Shirts\", \"asin\": \"B0CYFYJL59\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women Sexy Fishnet Knit Glittering Crop Tank Going Out Top Sheer Mesh Sleeveless Crewneck Solid Slim Cropped Tops\", \"asin\": \"B0BXL8HJV6\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Halter Sequin Tank Tops for Women Sleeveless Sparkly Glitter Club Outfits Ruched Flowy Shiny Party Concert Shirt\", \"asin\": \"B0D6W8HDCW\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Jacquard Long Sleeve Dress Shirt Shiny Satin Slik Like Wedding Party Prom Shirts\", \"asin\": \"B0936KLC14\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Polo Shirts Short and Long Sleeve Casual Solid Stylish Dry Fit Performance Designed Collared Golf Polo Shirts for Men\", \"asin\": \"B0CRTZ979D\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Short Sleeve Sequin Shirts Party Glitter Sparkly Tops Blouse (5-12 Years)\", \"asin\": \"B0CWNN9LFH\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Metallic Shirts with Arm Sleeves, Shiny Crop Top for Dancing, Raves, Festivals, Costumes 4-15 Years\", \"asin\": \"B0C4GM9X3C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Sequin Tank Tops Sparkle Glitter Shirts Summer Sleeveless V Neck Shimmer Sexy Party Cami Going Out Outfits\", \"asin\": \"B0DSD43QTB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens' Metallic Button Down Shirts Long Sleeve Sparkly Blouse Shiny Glitter Party Tops Disco Outfits\", \"asin\": \"B0CYSJQF5W\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Stretch Dress Shirts Solid Long Sleeve Button Down Shirts Formal Casual Business Prom Party Wedding\", \"asin\": \"B0BQ38RPDT\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:50.864Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:03:50.864Z
input
shirt silk
rule
2025-04-20T06:03:50.864Z
train
2,837
2025-04-20T06:03:50.864Z
input
shirt silk
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silver"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257BCZ", "price": "$31.99", "quantity": ""}, {"title": "VATPAVE\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket", "asin": "B09ZKNMQV6", "price": "$25.99", "quantity": ""}, {"title": "VATPAVE\nMens Casual Hawaiian Floral Shirts Short Sleeve Button Down Tropical Shirts Beach Summer Shirts", "asin": "B08D384G93", "price": "$25.99", "quantity": ""}, {"title": "J.VER\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts", "asin": "B0CJ4MMDZC", "price": "$23.99", "quantity": ""}, {"title": "COOFANDY\nMen's Muscle Fit Dress Shirts Wrinkle-Free Short Sleeve Casual Button Down Shirt", "asin": "B09L8H6S4B", "price": "$27.99", "quantity": ""}, {"title": "JOGAL\nMens Floral Lace Shirt See Through Casual Button Down Shirts", "asin": "B0BRZRR18X", "price": "$26.99", "quantity": ""}, {"title": "JOGAL\nMens 70s Floral Dress Shirt Long Sleeve Printed Casual Button Down Shirts", "asin": "B08KSXYF7V", "price": "$27.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party", "asin": "B0D1K79SDZ", "price": "$18.99", "quantity": ""}, {"title": "J.VER\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts", "asin": "B087FCKKDR", "price": "$19.99", "quantity": ""}, {"title": "J.VER\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09VPTNXDC", "price": "$21.97", "quantity": ""}], "ads": [{"title": "Go to detail page for \"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.", "asin": "B09JFV7HHY"}, {"title": "Go to detail page for \"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.", "asin": "B09JFZTWVJ"}, {"title": "Go to detail page for \"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.", "asin": "B09LRZRV9S"}], "search_results": [{"title": "Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts", "asin": "B0C3CSLPL4", "price": "$23.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Luxury Satin Dress Shirt Shiny Silk Long Sleeve Button Up Shirts Wedding Shirt Party Prom", "asin": "B0D7MD7RBD", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Soft Satin Silk Leopard Button Down Shirts for Women Silky Long Sleeve Work Shirt Dress Blouses Tops", "asin": "B0D3KV31W3", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt", "asin": "B0CQX1FVL3", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts", "asin": "B07Y4TC622", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Shiny Metallic Sequin Long Sleeve Button Down Shirts for Halloween Cosplay Party", "asin": "B0CP3CQC32", "price": "$32.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men Dress Shirt Sequins Long Sleeve Button Down Shirt Luxury Disco Party Nightclub Christmas Prom Costume", "asin": "B07WTTXS7J", "price": "$15.66", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Stretch Multi-Use Long Sleeve Dress Shirts Party Prom Wedding Shirts with Slight Sheen", "asin": "B0D9PXBFFL", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirts Stretch Long Sleeve Formal Shirt Solid Business Casual Button Down Shirts for Wedding Prom", "asin": "B0DGQ1C76W", "price": "$18.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Elegant Metallic Tops Short Sleeve Round Neck Blouses", "asin": "B0D48L79MW", "price": "$24.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top", "asin": "B0C613X35Q", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top", "asin": "B0BP78MF54", "price": "$18.82", "delivery": "FREE delivery Tue, Apr 22 Only 1 left in stock - order soon."}, {"title": "Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top", "asin": "B0C613X35Q", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Sequin T-Shirt for Men's Glitter Tee Tops Short Sleeve Crew Neck Disco Metallic Shirt", "asin": "B0DPQDHH5G", "price": "$39.77", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Metallic Shirts for Men's Short Sleeves Shiny T-Shirts Party Disco Holographic Tee", "asin": "B0DQXPPXWD", "price": "$25.77", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Women's Metallic Tops Short Sleeve Crewneck Holographic Shiny Tees Glitter Sparkle Shirt for Party Club Concert", "asin": "B0C7KNCP58", "price": "$21.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's 70s Disco Shiny Metallic Gold Silver Short Sleeve Button Down Shirt", "asin": "B071N9MXZN", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Sequin Tank Tops for Women Bustier Corset Top Sparkle Sexy Slim Camisole Sleeveless Party", "asin": "B0C5MXHP67", "price": "$29.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Metallic Jacket 70s Disco Party Varsity Jacket Zip-up Baseball Bomber", "asin": "B08KVZ91C2", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Metallic T-Shirt for Men's Crew Neck Short Sleeves Party Sparkly Shiny Tee Tops", "asin": "B0D53HDZ7C", "price": "$24.77", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Plus Size Giltter Round Neck T Shirt Short Sleeve Sparkly Party Tee Tops", "asin": "B0BQMVNC5S", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Metallic Tee for Men's Round Neck Short Sleeves Club Sparkle Shiny T-Shirt Top", "asin": "B0CRL258DK", "price": "$22.77", "delivery": "FREE delivery Tue, Apr 22 Only 5 left in stock - order soon."}, {"title": "Men's Metallic Tank Top Sleeveless Crew Neck Party Shirts Rave Tops Clubwear", "asin": "B0D8TFC2WF", "price": "$19.98", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Women's Shiny Metallic Short Sleeve T Shirt Sexy Mock Neck Slim Crop Top Party Disco Club Tees", "asin": "B0C4TD8BYN", "price": "$18.40", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Sexy Glittering Fishnet Knit Long Sleeve Crew Neck Solid Slim T Shirt Top Sheer Mesh Round Neck Tshirt Tops", "asin": "B0DMP8MKQS", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirts Long Sleeve Stretch Wrinkle Free Slim Fit Wedding Formal Button Down Shirt", "asin": "B0DYSSRLFP", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Women's Metallic Ruched Round Neck Sleeveless Tank Top Y2K Slim Fitted Sports Casual Crop Tops", "asin": "B0CTY1M1R7", "price": "$18.28", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Relaxed Short Sleeve Turndown Sparkle Sequins Polo Shirts 70s Disco Nightclub Party Shirt Tops", "asin": "B07MMMVY1K", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Shiny Metallic Shirts for Men's Short Sleeves Button Sequin Disco Glitter Shirts", "asin": "B0CT5GKBM5", "price": "$27.77", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Sequin Shirt for Men's Button Down Long Sleeves Disco Metallic Shiny Shirts", "asin": "B0DBTZ7HFB", "price": "$37.77", "delivery": "FREE delivery May 4 - 12 for Prime members"}, {"title": "Sheer Mesh Shirts for Men's See Through Short Sleeves Party Disco Shiny Metallic Shirts", "asin": "B0CSFFSWZT", "price": "$28.77", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's PU Leather V Neck Solid Sleeveless Camisole Crop Tank Top", "asin": "B0CL3XKR5G", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top", "asin": "B0BP78MF54", "price": "$18.82", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Shiny Shirts Short Sleeve Sparkly Disco Rave Hot Tops Nightclub Glitter T-Shirt", "asin": "B0D8PSHCJR", "price": "$21.98", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Shiny Tops Holographic Metallic Shirt Shimmer Glitter Sparkle Party Disco Tee Shirt Blouse", "asin": "B07ZHTNCJM", "price": "$22.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Metallic T-Shirt for Men's Crocodile-Pattern Short Sleeves Disco Party Animal Printed Tee Tops", "asin": "B0D53BWYQF", "price": "$24.77", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Shiny Metallic Shirt for Men's Long Sleeves Button Party Disco Glitter Shirts", "asin": "B0CTQ7G4W5", "price": "$27.77", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon."}, {"title": "Sequins Shirts for Men's Short Sleeves Disco Party Sparkly Metallic Shirt", "asin": "B0D14TPQBZ", "price": "$32.77", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt", "asin": "B07KQ33LZN", "price": "$31.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Casual Summer Short Sleeve High Low Loose T Shirt Basic Tees Tops for Women", "asin": "B08NB1LB8P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Womens Tank Tops Casual Fashion V Neck Strappy Sequin Sparkle Shimmer Camisole Sleeveless Tanks Tops", "asin": "B0BBG4QP8L", "price": "$31.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Christmas Shiny Party Holographic Sleeveless Slim Fit Metallic Cami Top", "asin": "B0BJ5X9JRD", "price": "$22.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Metallic Disco Shirt Women Short Sleeve Shiny Multicolor Top Music Festival Outfit", "asin": "B0DHS45FW4", "price": "$24.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Scoop Neck Cap Sleeve Blouse Summer Casual Shirt Tops", "asin": "B0CTC6RF4J", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Off Shoulder Tops Sequin Sparkly Glitter Casual Loose Shirts Short Sleeve Tunic Blouses", "asin": "B0C8RV4YNG", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Sexy Shiny Metallic T-Shirts Short Sleeve Sparkly Shirts Disco Holographic Tops", "asin": "B0CW1RSWB9", "price": "$25.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL", "asin": "B09XTY4JL7", "price": "$19.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Womens Summer Fashion Sequin Tops Scoop Neck Sequin Sparkle Shimmer Sleeveless Tanks Tops Blouses", "asin": "B0CNSSTQ8N", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Metallic Shirt 70s 80s Men Disco Outfit Metallic Hooded Tops Hoodie Shirts for Disco Party", "asin": "B0B877R4R8", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party", "asin": "B0D1KH3ZKK", "price": "$18.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Off The Shoulder Tops Sexy Shiny Metallic Shirts Long Sleeves Fashion Graphic T-shirts Blouses", "asin": "B08MZGTF9W", "price": "$28.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party", "asin": "B09L4WDW58", "price": "$38.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Y2k Metallic Tee Mock Neck Short Sleeve Crop Tops T Shirt", "asin": "B0CWKPKPDX", "price": "$12.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Girl's Metallic Oversized Tops Half Sleeve Crew Neck Loose Y2k T Shirts", "asin": "B0CYFYJL59", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Women Sexy Fishnet Knit Glittering Crop Tank Going Out Top Sheer Mesh Sleeveless Crewneck Solid Slim Cropped Tops", "asin": "B0BXL8HJV6", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Halter Sequin Tank Tops for Women Sleeveless Sparkly Glitter Club Outfits Ruched Flowy Shiny Party Concert Shirt", "asin": "B0D6W8HDCW", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Luxury Jacquard Long Sleeve Dress Shirt Shiny Satin Slik Like Wedding Party Prom Shirts", "asin": "B0936KLC14", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Polo Shirts Short and Long Sleeve Casual Solid Stylish Dry Fit Performance Designed Collared Golf Polo Shirts for Men", "asin": "B0CRTZ979D", "price": "$25.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Girls Short Sleeve Sequin Shirts Party Glitter Sparkly Tops Blouse (5-12 Years)", "asin": "B0CWNN9LFH", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Girls Metallic Shirts with Arm Sleeves, Shiny Crop Top for Dancing, Raves, Festivals, Costumes 4-15 Years", "asin": "B0C4GM9X3C", "price": "$23.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women Sequin Tank Tops Sparkle Glitter Shirts Summer Sleeveless V Neck Shimmer Sexy Party Cami Going Out Outfits", "asin": "B0DSD43QTB", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens' Metallic Button Down Shirts Long Sleeve Sparkly Blouse Shiny Glitter Party Tops Disco Outfits", "asin": "B0CYSJQF5W", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Stretch Dress Shirts Solid Long Sleeve Button Down Shirts Formal Casual Business Prom Party Wedding", "asin": "B0BQ38RPDT", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:03:50.864Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt silk</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>shirt silk</answer_argument>", "index": 2837, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", 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order soon.\"},\n{\"title\": \"Women's Shiny Metallic Short Sleeve T Shirt Sexy Mock Neck Slim Crop Top Party Disco Club Tees\", \"asin\": \"B0C4TD8BYN\", \"price\": \"$18.40\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Sexy Glittering Fishnet Knit Long Sleeve Crew Neck Solid Slim T Shirt Top Sheer Mesh Round Neck Tshirt Tops\", \"asin\": \"B0DMP8MKQS\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Stretch Wrinkle Free Slim Fit Wedding Formal Button Down Shirt\", \"asin\": \"B0DYSSRLFP\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Metallic Ruched Round Neck Sleeveless Tank Top Y2K Slim Fitted Sports Casual Crop Tops\", \"asin\": \"B0CTY1M1R7\", \"price\": \"$18.28\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Relaxed Short Sleeve Turndown Sparkle Sequins Polo Shirts 70s Disco Nightclub Party Shirt Tops\", \"asin\": \"B07MMMVY1K\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Shiny Metallic Shirts for Men's Short Sleeves Button Sequin Disco Glitter Shirts\", \"asin\": \"B0CT5GKBM5\", \"price\": \"$27.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Sequin Shirt for Men's Button Down Long Sleeves Disco Metallic Shiny Shirts\", \"asin\": \"B0DBTZ7HFB\", \"price\": \"$37.77\", \"delivery\": \"FREE delivery May 4 - 12 for Prime members\"},\n{\"title\": \"Sheer Mesh Shirts for Men's See Through Short Sleeves Party Disco Shiny Metallic Shirts\", \"asin\": \"B0CSFFSWZT\", \"price\": \"$28.77\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's PU Leather V Neck Solid Sleeveless Camisole Crop Tank Top\", \"asin\": \"B0CL3XKR5G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top\", \"asin\": \"B0BP78MF54\", \"price\": \"$18.82\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Shiny Shirts Short Sleeve Sparkly Disco Rave Hot Tops Nightclub Glitter T-Shirt\", \"asin\": \"B0D8PSHCJR\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Shiny Tops Holographic Metallic Shirt Shimmer Glitter Sparkle Party Disco Tee Shirt Blouse\", \"asin\": \"B07ZHTNCJM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Metallic T-Shirt for Men's Crocodile-Pattern Short Sleeves Disco Party Animal Printed Tee Tops\", \"asin\": \"B0D53BWYQF\", \"price\": \"$24.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Shiny Metallic Shirt for Men's Long Sleeves Button Party Disco Glitter Shirts\", \"asin\": \"B0CTQ7G4W5\", \"price\": \"$27.77\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Sequins Shirts for Men's Short Sleeves Disco Party Sparkly Metallic Shirt\", \"asin\": \"B0D14TPQBZ\", \"price\": \"$32.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt\", \"asin\": \"B07KQ33LZN\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Casual Summer Short Sleeve High Low Loose T Shirt Basic Tees Tops for Women\", \"asin\": \"B08NB1LB8P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Tank Tops Casual Fashion V Neck Strappy Sequin Sparkle Shimmer Camisole Sleeveless Tanks Tops\", \"asin\": \"B0BBG4QP8L\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Christmas Shiny Party Holographic Sleeveless Slim Fit Metallic Cami Top\", \"asin\": \"B0BJ5X9JRD\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Metallic Disco Shirt Women Short Sleeve Shiny Multicolor Top Music Festival Outfit\", \"asin\": \"B0DHS45FW4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Scoop Neck Cap Sleeve Blouse Summer Casual Shirt Tops\", \"asin\": \"B0CTC6RF4J\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Tops Sequin Sparkly Glitter Casual Loose Shirts Short Sleeve Tunic Blouses\", \"asin\": \"B0C8RV4YNG\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Sexy Shiny Metallic T-Shirts Short Sleeve Sparkly Shirts Disco Holographic Tops\", \"asin\": \"B0CW1RSWB9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09XTY4JL7\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Womens Summer Fashion Sequin Tops Scoop Neck Sequin Sparkle Shimmer Sleeveless Tanks Tops Blouses\", \"asin\": \"B0CNSSTQ8N\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Metallic Shirt 70s 80s Men Disco Outfit Metallic Hooded Tops Hoodie Shirts for Disco Party\", \"asin\": \"B0B877R4R8\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1KH3ZKK\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Off The Shoulder Tops Sexy Shiny Metallic Shirts Long Sleeves Fashion Graphic T-shirts Blouses\", \"asin\": \"B08MZGTF9W\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B09L4WDW58\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Y2k Metallic Tee Mock Neck Short Sleeve Crop Tops T Shirt\", \"asin\": \"B0CWKPKPDX\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Girl's Metallic Oversized Tops Half Sleeve Crew Neck Loose Y2k T Shirts\", \"asin\": \"B0CYFYJL59\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women Sexy Fishnet Knit Glittering Crop Tank Going Out Top Sheer Mesh Sleeveless Crewneck Solid Slim Cropped Tops\", \"asin\": \"B0BXL8HJV6\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Halter Sequin Tank Tops for Women Sleeveless Sparkly Glitter Club Outfits Ruched Flowy Shiny Party Concert Shirt\", \"asin\": \"B0D6W8HDCW\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Jacquard Long Sleeve Dress Shirt Shiny Satin Slik Like Wedding Party Prom Shirts\", \"asin\": \"B0936KLC14\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Polo Shirts Short and Long Sleeve Casual Solid Stylish Dry Fit Performance Designed Collared Golf Polo Shirts for Men\", \"asin\": \"B0CRTZ979D\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Short Sleeve Sequin Shirts Party Glitter Sparkly Tops Blouse (5-12 Years)\", \"asin\": \"B0CWNN9LFH\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Metallic Shirts with Arm Sleeves, Shiny Crop Top for Dancing, Raves, Festivals, Costumes 4-15 Years\", \"asin\": \"B0C4GM9X3C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Sequin Tank Tops Sparkle Glitter Shirts Summer Sleeveless V Neck Shimmer Sexy Party Cami Going Out Outfits\", \"asin\": \"B0DSD43QTB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens' Metallic Button Down Shirts Long Sleeve Sparkly Blouse Shiny Glitter Party Tops Disco Outfits\", \"asin\": \"B0CYSJQF5W\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Stretch Dress Shirts Solid Long Sleeve Button Down Shirts Formal Casual Business Prom Party Wedding\", \"asin\": \"B0BQ38RPDT\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:50.864Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silk\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257BCZ\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket\", \"asin\": \"B09ZKNMQV6\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Casual Hawaiian Floral Shirts Short Sleeve Button Down Tropical Shirts Beach Summer Shirts\", \"asin\": \"B08D384G93\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B0CJ4MMDZC\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Muscle Fit Dress Shirts Wrinkle-Free Short Sleeve Casual Button Down Shirt\", \"asin\": \"B09L8H6S4B\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"JOGAL\\nMens Floral Lace Shirt See Through Casual Button Down Shirts\", \"asin\": \"B0BRZRR18X\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"JOGAL\\nMens 70s Floral Dress Shirt Long Sleeve Printed Casual Button Down Shirts\", \"asin\": \"B08KSXYF7V\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1K79SDZ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts\", \"asin\": \"B087FCKKDR\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09VPTNXDC\", \"price\": \"$21.97\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09JFV7HHY\"},\n{\"title\": \"Go to detail page for \\\"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09JFZTWVJ\"},\n{\"title\": \"Go to detail page for \\\"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09LRZRV9S\"}],\n\"search_results\": [{\"title\": \"Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts\", \"asin\": \"B0C3CSLPL4\", \"price\": \"$23.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Luxury Satin Dress Shirt Shiny Silk Long Sleeve Button Up Shirts Wedding Shirt Party Prom\", \"asin\": \"B0D7MD7RBD\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Soft Satin Silk Leopard Button Down Shirts for Women Silky Long Sleeve Work Shirt Dress Blouses Tops\", \"asin\": \"B0D3KV31W3\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt\", \"asin\": \"B0CQX1FVL3\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts\", \"asin\": \"B07Y4TC622\", \"price\": \"$29.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Shiny Metallic Sequin Long Sleeve Button Down Shirts for Halloween Cosplay Party\", \"asin\": \"B0CP3CQC32\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men Dress Shirt Sequins Long Sleeve Button Down Shirt Luxury Disco Party Nightclub Christmas Prom Costume\", \"asin\": \"B07WTTXS7J\", \"price\": \"$15.66\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Stretch Multi-Use Long Sleeve Dress Shirts Party Prom Wedding Shirts with Slight Sheen\", \"asin\": \"B0D9PXBFFL\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Stretch Long Sleeve Formal Shirt Solid Business Casual Button Down Shirts for Wedding Prom\", \"asin\": \"B0DGQ1C76W\", \"price\": \"$18.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Elegant Metallic Tops Short Sleeve Round Neck Blouses\", \"asin\": \"B0D48L79MW\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top\", \"asin\": \"B0C613X35Q\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top\", \"asin\": \"B0BP78MF54\", \"price\": \"$18.82\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top\", \"asin\": \"B0C613X35Q\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Sequin T-Shirt for Men's Glitter Tee Tops Short Sleeve Crew Neck Disco Metallic Shirt\", \"asin\": \"B0DPQDHH5G\", \"price\": \"$39.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Metallic Shirts for Men's Short Sleeves Shiny T-Shirts Party Disco Holographic Tee\", \"asin\": \"B0DQXPPXWD\", \"price\": \"$25.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Women's Metallic Tops Short Sleeve Crewneck Holographic Shiny Tees Glitter Sparkle Shirt for Party Club Concert\", \"asin\": \"B0C7KNCP58\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 70s Disco Shiny Metallic Gold Silver Short Sleeve Button Down Shirt\", \"asin\": \"B071N9MXZN\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Sequin Tank Tops for Women Bustier Corset Top Sparkle Sexy Slim Camisole Sleeveless Party\", \"asin\": \"B0C5MXHP67\", \"price\": \"$29.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Metallic Jacket 70s Disco Party Varsity Jacket Zip-up Baseball Bomber\", \"asin\": \"B08KVZ91C2\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Metallic T-Shirt for Men's Crew Neck Short Sleeves Party Sparkly Shiny Tee Tops\", \"asin\": \"B0D53HDZ7C\", \"price\": \"$24.77\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Plus Size Giltter Round Neck T Shirt Short Sleeve Sparkly Party Tee Tops\", \"asin\": \"B0BQMVNC5S\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Metallic Tee for Men's Round Neck Short Sleeves Club Sparkle Shiny T-Shirt Top\", \"asin\": \"B0CRL258DK\", \"price\": \"$22.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 5 left in stock - order soon.\"},\n{\"title\": \"Men's Metallic Tank Top Sleeveless Crew Neck Party Shirts Rave Tops Clubwear\", \"asin\": \"B0D8TFC2WF\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Women's Shiny Metallic Short Sleeve T Shirt Sexy Mock Neck Slim Crop Top Party Disco Club Tees\", \"asin\": \"B0C4TD8BYN\", \"price\": \"$18.40\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Sexy Glittering Fishnet Knit Long Sleeve Crew Neck Solid Slim T Shirt Top Sheer Mesh Round Neck Tshirt Tops\", \"asin\": \"B0DMP8MKQS\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Stretch Wrinkle Free Slim Fit Wedding Formal Button Down Shirt\", \"asin\": \"B0DYSSRLFP\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Metallic Ruched Round Neck Sleeveless Tank Top Y2K Slim Fitted Sports Casual Crop Tops\", \"asin\": \"B0CTY1M1R7\", \"price\": \"$18.28\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Relaxed Short Sleeve Turndown Sparkle Sequins Polo Shirts 70s Disco Nightclub Party Shirt Tops\", \"asin\": \"B07MMMVY1K\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Shiny Metallic Shirts for Men's Short Sleeves Button Sequin Disco Glitter Shirts\", \"asin\": \"B0CT5GKBM5\", \"price\": \"$27.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Sequin Shirt for Men's Button Down Long Sleeves Disco Metallic Shiny Shirts\", \"asin\": \"B0DBTZ7HFB\", \"price\": \"$37.77\", \"delivery\": \"FREE delivery May 4 - 12 for Prime members\"},\n{\"title\": \"Sheer Mesh Shirts for Men's See Through Short Sleeves Party Disco Shiny Metallic Shirts\", \"asin\": \"B0CSFFSWZT\", \"price\": \"$28.77\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's PU Leather V Neck Solid Sleeveless Camisole Crop Tank Top\", \"asin\": \"B0CL3XKR5G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top\", \"asin\": \"B0BP78MF54\", \"price\": \"$18.82\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Shiny Shirts Short Sleeve Sparkly Disco Rave Hot Tops Nightclub Glitter T-Shirt\", \"asin\": \"B0D8PSHCJR\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Shiny Tops Holographic Metallic Shirt Shimmer Glitter Sparkle Party Disco Tee Shirt Blouse\", \"asin\": \"B07ZHTNCJM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Metallic T-Shirt for Men's Crocodile-Pattern Short Sleeves Disco Party Animal Printed Tee Tops\", \"asin\": \"B0D53BWYQF\", \"price\": \"$24.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Shiny Metallic Shirt for Men's Long Sleeves Button Party Disco Glitter Shirts\", \"asin\": \"B0CTQ7G4W5\", \"price\": \"$27.77\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Sequins Shirts for Men's Short Sleeves Disco Party Sparkly Metallic Shirt\", \"asin\": \"B0D14TPQBZ\", \"price\": \"$32.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt\", \"asin\": \"B07KQ33LZN\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Casual Summer Short Sleeve High Low Loose T Shirt Basic Tees Tops for Women\", \"asin\": \"B08NB1LB8P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Tank Tops Casual Fashion V Neck Strappy Sequin Sparkle Shimmer Camisole Sleeveless Tanks Tops\", \"asin\": \"B0BBG4QP8L\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Christmas Shiny Party Holographic Sleeveless Slim Fit Metallic Cami Top\", \"asin\": \"B0BJ5X9JRD\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Metallic Disco Shirt Women Short Sleeve Shiny Multicolor Top Music Festival Outfit\", \"asin\": \"B0DHS45FW4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Scoop Neck Cap Sleeve Blouse Summer Casual Shirt Tops\", \"asin\": \"B0CTC6RF4J\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Tops Sequin Sparkly Glitter Casual Loose Shirts Short Sleeve Tunic Blouses\", \"asin\": \"B0C8RV4YNG\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Sexy Shiny Metallic T-Shirts Short Sleeve Sparkly Shirts Disco Holographic Tops\", \"asin\": \"B0CW1RSWB9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09XTY4JL7\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Womens Summer Fashion Sequin Tops Scoop Neck Sequin Sparkle Shimmer Sleeveless Tanks Tops Blouses\", \"asin\": \"B0CNSSTQ8N\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Metallic Shirt 70s 80s Men Disco Outfit Metallic Hooded Tops Hoodie Shirts for Disco Party\", \"asin\": \"B0B877R4R8\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1KH3ZKK\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Off The Shoulder Tops Sexy Shiny Metallic Shirts Long Sleeves Fashion Graphic T-shirts Blouses\", \"asin\": \"B08MZGTF9W\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B09L4WDW58\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Y2k Metallic Tee Mock Neck Short Sleeve Crop Tops T Shirt\", \"asin\": \"B0CWKPKPDX\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Girl's Metallic Oversized Tops Half Sleeve Crew Neck Loose Y2k T Shirts\", \"asin\": \"B0CYFYJL59\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women Sexy Fishnet Knit Glittering Crop Tank Going Out Top Sheer Mesh Sleeveless Crewneck Solid Slim Cropped Tops\", \"asin\": \"B0BXL8HJV6\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Halter Sequin Tank Tops for Women Sleeveless Sparkly Glitter Club Outfits Ruched Flowy Shiny Party Concert Shirt\", \"asin\": \"B0D6W8HDCW\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Jacquard Long Sleeve Dress Shirt Shiny Satin Slik Like Wedding Party Prom Shirts\", \"asin\": \"B0936KLC14\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Polo Shirts Short and Long Sleeve Casual Solid Stylish Dry Fit Performance Designed Collared Golf Polo Shirts for Men\", \"asin\": \"B0CRTZ979D\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Short Sleeve Sequin Shirts Party Glitter Sparkly Tops Blouse (5-12 Years)\", \"asin\": \"B0CWNN9LFH\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Metallic Shirts with Arm Sleeves, Shiny Crop Top for Dancing, Raves, Festivals, Costumes 4-15 Years\", \"asin\": \"B0C4GM9X3C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Sequin Tank Tops Sparkle Glitter Shirts Summer Sleeveless V Neck Shimmer Sexy Party Cami Going Out Outfits\", \"asin\": \"B0DSD43QTB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens' Metallic Button Down Shirts Long Sleeve Sparkly Blouse Shiny Glitter Party Tops Disco Outfits\", \"asin\": \"B0CYSJQF5W\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Stretch Dress Shirts Solid Long Sleeve Button Down Shirts Formal Casual Business Prom Party Wedding\", \"asin\": \"B0BQ38RPDT\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:51.205Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:03:51.205Z
click
search
rule
2025-04-20T06:03:51.205Z
train
2,838
2025-04-20T06:03:51.205Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silk"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257BCZ", "price": "$31.99", "quantity": ""}, {"title": "VATPAVE\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket", "asin": "B09ZKNMQV6", "price": "$25.99", "quantity": ""}, {"title": "VATPAVE\nMens Casual Hawaiian Floral Shirts Short Sleeve Button Down Tropical Shirts Beach Summer Shirts", "asin": "B08D384G93", "price": "$25.99", "quantity": ""}, {"title": "J.VER\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts", "asin": "B0CJ4MMDZC", "price": "$23.99", "quantity": ""}, {"title": "COOFANDY\nMen's Muscle Fit Dress Shirts Wrinkle-Free Short Sleeve Casual Button Down Shirt", "asin": "B09L8H6S4B", "price": "$27.99", "quantity": ""}, {"title": "JOGAL\nMens Floral Lace Shirt See Through Casual Button Down Shirts", "asin": "B0BRZRR18X", "price": "$26.99", "quantity": ""}, {"title": "JOGAL\nMens 70s Floral Dress Shirt Long Sleeve Printed Casual Button Down Shirts", "asin": "B08KSXYF7V", "price": "$27.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party", "asin": "B0D1K79SDZ", "price": "$18.99", "quantity": ""}, {"title": "J.VER\nMen's Casual Long Sleeve Stretch Dress Shirt Wrinkle-Free Regular Fit Button Down Shirts", "asin": "B087FCKKDR", "price": "$19.99", "quantity": ""}, {"title": "J.VER\nMen's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09VPTNXDC", "price": "$21.97", "quantity": ""}], "ads": [{"title": "Go to detail page for \"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.", "asin": "B09JFV7HHY"}, {"title": "Go to detail page for \"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.", "asin": "B09JFZTWVJ"}, {"title": "Go to detail page for \"J.VER Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts.\" Rated 4.4 out of 5 stars by 26369 reviews. Eligible for Prime. Best seller.", "asin": "B09LRZRV9S"}], "search_results": [{"title": "Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts", "asin": "B0C3CSLPL4", "price": "$23.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Luxury Satin Dress Shirt Shiny Silk Long Sleeve Button Up Shirts Wedding Shirt Party Prom", "asin": "B0D7MD7RBD", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Soft Satin Silk Leopard Button Down Shirts for Women Silky Long Sleeve Work Shirt Dress Blouses Tops", "asin": "B0D3KV31W3", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Stretch Wrinkle Free Dress Shirts Formal Wedding Prom Long Sleeve Slim Fit Button Down Shirt", "asin": "B0CQX1FVL3", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts", "asin": "B07Y4TC622", "price": "$29.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Shiny Metallic Sequin Long Sleeve Button Down Shirts for Halloween Cosplay Party", "asin": "B0CP3CQC32", "price": "$32.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men Dress Shirt Sequins Long Sleeve Button Down Shirt Luxury Disco Party Nightclub Christmas Prom Costume", "asin": "B07WTTXS7J", "price": "$15.66", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Stretch Multi-Use Long Sleeve Dress Shirts Party Prom Wedding Shirts with Slight Sheen", "asin": "B0D9PXBFFL", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirts Stretch Long Sleeve Formal Shirt Solid Business Casual Button Down Shirts for Wedding Prom", "asin": "B0DGQ1C76W", "price": "$18.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Elegant Metallic Tops Short Sleeve Round Neck Blouses", "asin": "B0D48L79MW", "price": "$24.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top", "asin": "B0C613X35Q", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top", "asin": "B0BP78MF54", "price": "$18.82", "delivery": "FREE delivery Tue, Apr 22 Only 1 left in stock - order soon."}, {"title": "Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top", "asin": "B0C613X35Q", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Sequin T-Shirt for Men's Glitter Tee Tops Short Sleeve Crew Neck Disco Metallic Shirt", "asin": "B0DPQDHH5G", "price": "$39.77", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Metallic Shirts for Men's Short Sleeves Shiny T-Shirts Party Disco Holographic Tee", "asin": "B0DQXPPXWD", "price": "$25.77", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Women's Metallic Tops Short Sleeve Crewneck Holographic Shiny Tees Glitter Sparkle Shirt for Party Club Concert", "asin": "B0C7KNCP58", "price": "$21.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's 70s Disco Shiny Metallic Gold Silver Short Sleeve Button Down Shirt", "asin": "B071N9MXZN", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Sequin Tank Tops for Women Bustier Corset Top Sparkle Sexy Slim Camisole Sleeveless Party", "asin": "B0C5MXHP67", "price": "$29.44", "delivery": " Same-Day FREE delivery Today 5 PM - 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10 PM"}, {"title": "Women Sexy Fishnet Knit Glittering Crop Tank Going Out Top Sheer Mesh Sleeveless Crewneck Solid Slim Cropped Tops", "asin": "B0BXL8HJV6", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Halter Sequin Tank Tops for Women Sleeveless Sparkly Glitter Club Outfits Ruched Flowy Shiny Party Concert Shirt", "asin": "B0D6W8HDCW", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Luxury Jacquard Long Sleeve Dress Shirt Shiny Satin Slik Like Wedding Party Prom Shirts", "asin": "B0936KLC14", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Polo Shirts Short and Long Sleeve Casual Solid Stylish Dry Fit Performance Designed Collared Golf Polo Shirts for Men", "asin": "B0CRTZ979D", "price": "$25.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Girls Short Sleeve Sequin Shirts Party Glitter Sparkly Tops Blouse (5-12 Years)", "asin": "B0CWNN9LFH", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Girls Metallic Shirts with Arm Sleeves, Shiny Crop Top for Dancing, Raves, Festivals, Costumes 4-15 Years", "asin": "B0C4GM9X3C", "price": "$23.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women Sequin Tank Tops Sparkle Glitter Shirts Summer Sleeveless V Neck Shimmer Sexy Party Cami Going Out Outfits", "asin": "B0DSD43QTB", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens' Metallic Button Down Shirts Long Sleeve Sparkly Blouse Shiny Glitter Party Tops Disco Outfits", "asin": "B0CYSJQF5W", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Stretch Dress Shirts Solid Long Sleeve Button Down Shirts Formal Casual Business Prom Party Wedding", "asin": "B0BQ38RPDT", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:03:51.205Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2838, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", 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order soon.\"},\n{\"title\": \"Women's Shiny Metallic Short Sleeve T Shirt Sexy Mock Neck Slim Crop Top Party Disco Club Tees\", \"asin\": \"B0C4TD8BYN\", \"price\": \"$18.40\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Sexy Glittering Fishnet Knit Long Sleeve Crew Neck Solid Slim T Shirt Top Sheer Mesh Round Neck Tshirt Tops\", \"asin\": \"B0DMP8MKQS\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Stretch Wrinkle Free Slim Fit Wedding Formal Button Down Shirt\", \"asin\": \"B0DYSSRLFP\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Metallic Ruched Round Neck Sleeveless Tank Top Y2K Slim Fitted Sports Casual Crop Tops\", \"asin\": \"B0CTY1M1R7\", \"price\": \"$18.28\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Relaxed Short Sleeve Turndown Sparkle Sequins Polo Shirts 70s Disco Nightclub Party Shirt Tops\", \"asin\": \"B07MMMVY1K\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Shiny Metallic Shirts for Men's Short Sleeves Button Sequin Disco Glitter Shirts\", \"asin\": \"B0CT5GKBM5\", \"price\": \"$27.77\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Sequin Shirt for Men's Button Down Long Sleeves Disco Metallic Shiny Shirts\", \"asin\": \"B0DBTZ7HFB\", \"price\": \"$37.77\", \"delivery\": \"FREE delivery May 4 - 12 for Prime members\"},\n{\"title\": \"Sheer Mesh Shirts for Men's See Through Short Sleeves Party Disco Shiny Metallic Shirts\", \"asin\": \"B0CSFFSWZT\", \"price\": \"$28.77\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's PU Leather V Neck Solid Sleeveless Camisole Crop Tank Top\", \"asin\": \"B0CL3XKR5G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Metallic Round Neck Short Sleeve Tee Party T Shirt Top\", \"asin\": \"B0BP78MF54\", \"price\": \"$18.82\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Shiny Shirts Short Sleeve Sparkly Disco Rave Hot Tops Nightclub Glitter T-Shirt\", \"asin\": \"B0D8PSHCJR\", \"price\": \"$21.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Shiny Tops Holographic Metallic Shirt Shimmer Glitter Sparkle Party Disco Tee Shirt Blouse\", \"asin\": \"B07ZHTNCJM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Metallic T-Shirt for Men's Crocodile-Pattern Short Sleeves Disco Party Animal Printed Tee Tops\", \"asin\": \"B0D53BWYQF\", \"price\": \"$24.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Shiny Metallic Shirt for Men's Long Sleeves Button Party Disco Glitter Shirts\", \"asin\": \"B0CTQ7G4W5\", \"price\": \"$27.77\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Sequins Shirts for Men's Short Sleeves Disco Party Sparkly Metallic Shirt\", \"asin\": \"B0D14TPQBZ\", \"price\": \"$32.77\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt\", \"asin\": \"B07KQ33LZN\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Casual Summer Short Sleeve High Low Loose T Shirt Basic Tees Tops for Women\", \"asin\": \"B08NB1LB8P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Tank Tops Casual Fashion V Neck Strappy Sequin Sparkle Shimmer Camisole Sleeveless Tanks Tops\", \"asin\": \"B0BBG4QP8L\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Christmas Shiny Party Holographic Sleeveless Slim Fit Metallic Cami Top\", \"asin\": \"B0BJ5X9JRD\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Metallic Disco Shirt Women Short Sleeve Shiny Multicolor Top Music Festival Outfit\", \"asin\": \"B0DHS45FW4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Scoop Neck Cap Sleeve Blouse Summer Casual Shirt Tops\", \"asin\": \"B0CTC6RF4J\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Tops Sequin Sparkly Glitter Casual Loose Shirts Short Sleeve Tunic Blouses\", \"asin\": \"B0C8RV4YNG\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Sexy Shiny Metallic T-Shirts Short Sleeve Sparkly Shirts Disco Holographic Tops\", \"asin\": \"B0CW1RSWB9\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09XTY4JL7\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Womens Summer Fashion Sequin Tops Scoop Neck Sequin Sparkle Shimmer Sleeveless Tanks Tops Blouses\", \"asin\": \"B0CNSSTQ8N\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Metallic Shirt 70s 80s Men Disco Outfit Metallic Hooded Tops Hoodie Shirts for Disco Party\", \"asin\": \"B0B877R4R8\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1KH3ZKK\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Off The Shoulder Tops Sexy Shiny Metallic Shirts Long Sleeves Fashion Graphic T-shirts Blouses\", \"asin\": \"B08MZGTF9W\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B09L4WDW58\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Y2k Metallic Tee Mock Neck Short Sleeve Crop Tops T Shirt\", \"asin\": \"B0CWKPKPDX\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Girl's Metallic Oversized Tops Half Sleeve Crew Neck Loose Y2k T Shirts\", \"asin\": \"B0CYFYJL59\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women Sexy Fishnet Knit Glittering Crop Tank Going Out Top Sheer Mesh Sleeveless Crewneck Solid Slim Cropped Tops\", \"asin\": \"B0BXL8HJV6\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Halter Sequin Tank Tops for Women Sleeveless Sparkly Glitter Club Outfits Ruched Flowy Shiny Party Concert Shirt\", \"asin\": \"B0D6W8HDCW\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Jacquard Long Sleeve Dress Shirt Shiny Satin Slik Like Wedding Party Prom Shirts\", \"asin\": \"B0936KLC14\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Polo Shirts Short and Long Sleeve Casual Solid Stylish Dry Fit Performance Designed Collared Golf Polo Shirts for Men\", \"asin\": \"B0CRTZ979D\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Short Sleeve Sequin Shirts Party Glitter Sparkly Tops Blouse (5-12 Years)\", \"asin\": \"B0CWNN9LFH\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Girls Metallic Shirts with Arm Sleeves, Shiny Crop Top for Dancing, Raves, Festivals, Costumes 4-15 Years\", \"asin\": \"B0C4GM9X3C\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Sequin Tank Tops Sparkle Glitter Shirts Summer Sleeveless V Neck Shimmer Sexy Party Cami Going Out Outfits\", \"asin\": \"B0DSD43QTB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens' Metallic Button Down Shirts Long Sleeve Sparkly Blouse Shiny Glitter Party Tops Disco Outfits\", \"asin\": \"B0CYSJQF5W\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Stretch Dress Shirts Solid Long Sleeve Button Down Shirts Formal Casual Business Prom Party Wedding\", \"asin\": \"B0BQ38RPDT\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:03:51.205Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silk\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Runcati\\nMens Luxury Satin Silk Dress Shirts Casual Button Down Short Sleeve Prom Party Wedding Shirt\", \"asin\": \"B0CRYVKHGF\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie\", \"asin\": \"B0CB8TLFYG\", \"price\": \"$28.02\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts\", \"asin\": \"B0CMWVZWS5\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket\", \"asin\": \"B0B9JSR2G2\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0C5JDMS9K\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1K7FMW6\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie\", \"asin\": \"B0CB8TLFYG\", \"price\": \"$28.02\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMens Casual Button Down Shirt Short Sleeve Wrinkle Free Shirts Summer Shirt\", \"asin\": \"B0BJVX1VXL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Casual Urban Stylish Slim Fit Short Sleeve Button Up Dress Shirt with Pocket\", \"asin\": \"B09YM437VY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Shiny Luxury Silk Satin Floral Jacquard Short Sleeve Regular Fit Button Down Shirt for Party Prom\", \"asin\": \"B0D1XSFDRQ\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\\\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.\", \"asin\": \"B0CJHN3MFH\"},\n{\"title\": \"Go to detail page for \\\"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\\\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.\", \"asin\": \"B0CJHK9J14\"},\n{\"title\": \"Go to detail page for \\\"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\\\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.\", \"asin\": \"B0CJHHS1CL\"}],\n\"search_results\": [{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVTBRVJ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie\", \"asin\": \"B0CB8PSRS8\", \"price\": \"$32.96\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts\", \"asin\": \"B0CMWVZWS5\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts\", \"asin\": \"B0C3CRXQP3\", \"price\": \"$23.39\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DWK3KRNF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Mens Silk Satin Dress Shirts Shiny Long Sleeve Button Down Shirt Party Prom Wedding Shirt\", \"asin\": \"B0D7CP854Y\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Button Down Shirts Casual Stretch Satin Silk Hawaiian Beach Shirt\", \"asin\": \"B0CS35DSS5\", \"price\": \"$28.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Button Down Short Sleeve Shirt Satin Dress Shirts Summer Beach Wedding Shirt\", \"asin\": \"B0BHWV7B2D\", \"price\": \"$23.19\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Shiny Luxury Silk Satin Floral Jacquard Short Sleeve Regular Fit Button Down Shirt for Party Prom\", \"asin\": \"B0D1XK5KMS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie\", \"asin\": \"B0CB8PTCD2\", \"price\": \"$28.02\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts\", \"asin\": \"B0C3CS86PF\", \"price\": \"$23.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Mulberry Silk T-Shirts Short Sleeve Pure Silk Dress Tee Shirts Breathable & Moisture V-Neck Undershirt Top\", \"asin\": \"B0C6XQNKLN\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Knitted T Shirt 100% Pure Mulberry Silk Sleep T Shirt Soft Cool Performance Crew Neck Casual Undershirt\", \"asin\": \"B08Z6ZQJG1\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ice Silk T-Shirt, Quick Dry Casual Shirt, Classic Men's Solid Color T-Shirt\", \"asin\": \"B0DWMZMQYX\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirt Soft Breathable Sport T-Shirt Underwear Slim Short/Long Sleeve Tops\", \"asin\": \"B081YG7CZB\", \"price\": \"$25.55\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Womens Button Down Shirts 3/4 Sleeve Dressy Casual Tops Pleated Satin Silk Business Blouses 2025\", \"asin\": \"B0DRPC4352\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt\", \"asin\": \"B09WR1LG9M\", \"price\": \"$17.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts\", \"asin\": \"B0CMWVZWS5\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt\", \"asin\": \"B07KQ2QPFP\", \"price\": \"$31.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Casual Short Sleeve Button Down Shirts Regular Fit Hawaiian Summer Shirts\", \"asin\": \"B08Y5RXV68\", \"price\": \"$26.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Shiny Silk Like Satin Dress Shirt Long Sleeve Casual Slim Fit Muscle Button Up Shirts\", \"asin\": \"B0D176S97W\", \"price\": \"$28.89\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Casual Button Down Polo Shirt Summer Beach Vacation Shirts\", \"asin\": \"B0DJVH1BG1\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B0C9Z947HB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Summer Dressy Casual Short Sleeve Shirts Crewneck Silk Satin Business Office Work Blouse Tops\", \"asin\": \"B0CRVJRJ5V\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Soft Satin Silk Leopard Button Down Shirts for Women Silky Long Sleeve Work Shirt Dress Blouses Tops\", \"asin\": \"B0BW87ZN52\", \"price\": \"$33.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Silk Shirt Paisley Floral Jacquard Short Sleeve Button Down Dress Shirts Formal Casual Wedding Party\", \"asin\": \"B09W3XCKJN\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Short Sleeve Satin Button Down Shirts Casual Loose V-Neck Business Work Tunic Top\", \"asin\": \"B0BPJ87VBH\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BVFXRHZH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top\", \"asin\": \"B0C613X35Q\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Blouse Satin Silk Shirts Button Down Shirts Casual Loose Long Sleeve Office Work Tunic Tops\", \"asin\": \"B099MWVX6D\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Satin Silk Mens Dress Shirts Long Sleeve Button Up Shirt Wedding Party Prom Shirt\", \"asin\": \"B0D8KFBKRV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts\", \"asin\": \"B07KTKJN44\", \"price\": \"$36.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Western Shirts Silk Paisley Long Sleeve Button Down Dress Shirt Designer Mexico Cowboy Shirt Party Casual\", \"asin\": \"B0CNRDQH3V\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Mulberry Silk T-Shirts Short Sleeve Pure Silk Dress Tee Shirts Breathable & Moisture V-Neck Undershirt Top\", \"asin\": \"B0C6XSG8JL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B0B77GFXX6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket\", \"asin\": \"B0B9JSR2G2\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dressy Tank Tops Summer Sleeveless Work Blouses Silk Satin V Neck Shirts Business Casual Outfits\", \"asin\": \"B0DSPHLPQ6\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Silk Satin Tank Top Summer Business Casual Outfit 2025 Sleeveless Work Dressy Shirt\", \"asin\": \"B0DSC8NW9B\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Shirts Short Sleeve Button Down Shirt for Men Wedding Beach Fashion Shirt\", \"asin\": \"B0CMPXJYX3\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Business Casual Tops Summer Long Sleeve Silk Button Down Shirts V Neck Chiffon Blouses\", \"asin\": \"B0B2JDL45J\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Satin Silk Button Down Shirts for Women Dress Shirts Long Sleeve Blouses Womens Shirts\", \"asin\": \"B0C2V9VH1C\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Hawaiian Shirt Short Sleeve Tropical Vacation Button Down Beach Floral Palm Shirts\", \"asin\": \"B0C9ZWLGH2\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dressy Business Casual Blouse Pleated Long Sleeve Tops Satin Silk Work Shirt Fall Outfits 2024\", \"asin\": \"B0DB1ST56Q\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Blouses Dressy Casual Satin Silk Long Sleeve Shirts Business Casual Tops\", \"asin\": \"B0DB1CFBD8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Satin Button Down Shirts for Women Long Sleeve Slim Fit Office Blouses Casual Business Silk Tops with Pocket S-XXL\", \"asin\": \"B09TXCQ77B\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Silk Tops Casual Short Sleeve Asymmetrical Neck Satin Blouse Shirts\", \"asin\": \"B0C2TL467F\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Silk Satin Camisole Tank Tops V Neck Spaghetti Strap Blouses Cross Back Sleeveless Cami Shirt\", \"asin\": \"B0BZT2QWZ8\", \"price\": \"$28.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Silk Button Down Shirts for Women Satin Short Sleeve V Neck Casual Work Office Blouse Tunic Tops\", \"asin\": \"B0BJQH84N8\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"B0C7T7ZHML\", \"price\": \"$31.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Satin Silk Button Down Shirt Ladies Long Sleeve Tops V Neck Loose Blouse Dressy Business Casual Work Tunic Fall\", \"asin\": \"B0B4PGQPZV\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Hipster Fitted Silk Like Satin Dress Shirt Long Sleeve Button Down Printed Shirt for Party Prom\", \"asin\": \"B07QLLNTMC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Satin Button Down Shirt Long Sleeve Tops Silk Blouse V Neck Dressy Casual Loose Work Office Blouse Tunic Fall\", \"asin\": \"B0D8J431HZ\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts\", \"asin\": \"B07QMLSZB1\", \"price\": \"$28.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Knitted T Shirt 100% Pure Mulberry Silk Sleep T Shirt Soft Cool Performance Crew Neck Casual Undershirt\", \"asin\": \"B08Z6ZQJG1\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Satin Dress Shirt Long Sleeve Silk Shiny Sateen Party Shirt\", \"asin\": \"B0D3H29VWX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Satin Silk Shirts Button Down V Neck Dressy Casual Blouse Loose Long Sleeve Office Work Tunic Tops\", \"asin\": \"B0DC6GCFGZ\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirt Soft Breathable Sport T-Shirt Underwear Slim Short/Long Sleeve Tops\", \"asin\": \"B07CHPVS53\", \"price\": \"$25.55\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Western Designer Button Down Paisley Shirt Casual Beach Summer Party Mexico\", \"asin\": \"B0DV3HSTH3\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Summer Tank Tops Business Casual Outfits Satin Blouse Dressy Work Shirts Spring Clothes\", \"asin\": \"B0DRV43FZ4\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Escalier Women's Silk Blouse Long Sleeve Bow Tie Neck Button Down Shirts Casual Office Work Blouse Tops\", \"asin\": \"B09XB9HY89\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09TSWDSH8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts\", \"asin\": \"B0CJHPRDTV\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:04.326Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:04.326Z
click
filter
rule
2025-04-20T06:04:04.326Z
train
2,839
2025-04-20T06:04:04.326Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silk"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Runcati\nMens Luxury Satin Silk Dress Shirts Casual Button Down Short Sleeve Prom Party Wedding Shirt", "asin": "B0CRYVKHGF", "price": "$24.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMen's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie", "asin": "B0CB8TLFYG", "price": "$28.02", "quantity": ""}, {"title": "COOFANDY\nMen's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts", "asin": "B0CMWVZWS5", "price": "$25.99", "quantity": ""}, {"title": "VATPAVE\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket", "asin": "B0B9JSR2G2", "price": "$26.99", "quantity": ""}, {"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0C5JDMS9K", "price": "$29.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party", "asin": "B0D1K7FMW6", "price": "$18.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMen's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie", "asin": "B0CB8TLFYG", "price": "$28.02", "quantity": ""}, {"title": "COOFANDY\nMens Casual Button Down Shirt Short Sleeve Wrinkle Free Shirts Summer Shirt", "asin": "B0BJVX1VXL", "price": "$19.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Casual Urban Stylish Slim Fit Short Sleeve Button Up Dress Shirt with Pocket", "asin": "B09YM437VY", "price": "$19.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Shiny Luxury Silk Satin Floral Jacquard Short Sleeve Regular Fit Button Down Shirt for Party Prom", "asin": "B0D1XSFDRQ", "price": "$19.99", "quantity": ""}], "ads": [{"title": "Go to detail page for \"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.", "asin": "B0CJHN3MFH"}, {"title": "Go to detail page for \"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.", "asin": "B0CJHK9J14"}, {"title": "Go to detail page for \"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.", "asin": "B0CJHHS1CL"}], "search_results": [{"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVTBRVJ", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie", "asin": "B0CB8PSRS8", "price": "$32.96", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts", "asin": "B0CMWVZWS5", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts", "asin": "B0C3CRXQP3", "price": "$23.39", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DWK3KRNF", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Mens Silk Satin Dress Shirts Shiny Long Sleeve Button Down Shirt Party Prom Wedding Shirt", "asin": "B0D7CP854Y", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Short Sleeve Button Down Shirts Casual Stretch Satin Silk Hawaiian Beach Shirt", "asin": "B0CS35DSS5", "price": "$28.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Silk Button Down Short Sleeve Shirt Satin Dress Shirts Summer Beach Wedding Shirt", "asin": "B0BHWV7B2D", "price": "$23.19", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Shiny Luxury Silk Satin Floral Jacquard Short Sleeve Regular Fit Button Down Shirt for Party Prom", "asin": "B0D1XK5KMS", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie", "asin": "B0CB8PTCD2", "price": "$28.02", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts", "asin": "B0C3CS86PF", "price": "$23.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Mulberry Silk T-Shirts Short Sleeve Pure Silk Dress Tee Shirts Breathable & Moisture V-Neck Undershirt Top", "asin": "B0C6XQNKLN", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Silk Knitted T Shirt 100% Pure Mulberry Silk Sleep T Shirt Soft Cool Performance Crew Neck Casual Undershirt", "asin": "B08Z6ZQJG1", "price": "$42.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ice Silk T-Shirt, Quick Dry Casual Shirt, Classic Men's Solid Color T-Shirt", "asin": "B0DWMZMQYX", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Shirt Soft Breathable Sport T-Shirt Underwear Slim Short/Long Sleeve Tops", "asin": "B081YG7CZB", "price": "$25.55", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon."}, {"title": "Womens Button Down Shirts 3/4 Sleeve Dressy Casual Tops Pleated Satin Silk Business Blouses 2025", "asin": "B0DRPC4352", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt", "asin": "B09WR1LG9M", "price": "$17.98", "delivery": " Same-Day FREE delivery Today 5 PM - 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May 5"}, {"title": "Men's Silk Shirts Short Sleeve Western Designer Button Down Paisley Shirt Casual Beach Summer Party Mexico", "asin": "B0DV3HSTH3", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCYH58JL", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Summer Tank Tops Business Casual Outfits Satin Blouse Dressy Work Shirts Spring Clothes", "asin": "B0DRV43FZ4", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Escalier Women's Silk Blouse Long Sleeve Bow Tie Neck Button Down Shirts Casual Office Work Blouse Tops", "asin": "B09XB9HY89", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL", "asin": "B09TSWDSH8", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts", "asin": "B0CJHPRDTV", "price": "$35.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:04.326Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2839, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", 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10 PM\"},\n{\"title\": \"Mens Western Shirts Silk Paisley Long Sleeve Button Down Dress Shirt Designer Mexico Cowboy Shirt Party Casual\", \"asin\": \"B0CNRDQH3V\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Mulberry Silk T-Shirts Short Sleeve Pure Silk Dress Tee Shirts Breathable & Moisture V-Neck Undershirt Top\", \"asin\": \"B0C6XSG8JL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B0B77GFXX6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket\", \"asin\": \"B0B9JSR2G2\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dressy Tank Tops Summer Sleeveless Work Blouses Silk Satin V Neck Shirts Business Casual Outfits\", \"asin\": \"B0DSPHLPQ6\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Silk Satin Tank Top Summer Business Casual Outfit 2025 Sleeveless Work Dressy Shirt\", \"asin\": \"B0DSC8NW9B\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Shirts Short Sleeve Button Down Shirt for Men Wedding Beach Fashion Shirt\", \"asin\": \"B0CMPXJYX3\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Business Casual Tops Summer Long Sleeve Silk Button Down Shirts V Neck Chiffon Blouses\", \"asin\": \"B0B2JDL45J\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Satin Silk Button Down Shirts for Women Dress Shirts Long Sleeve Blouses Womens Shirts\", \"asin\": \"B0C2V9VH1C\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Hawaiian Shirt Short Sleeve Tropical Vacation Button Down Beach Floral Palm Shirts\", \"asin\": \"B0C9ZWLGH2\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dressy Business Casual Blouse Pleated Long Sleeve Tops Satin Silk Work Shirt Fall Outfits 2024\", \"asin\": \"B0DB1ST56Q\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Blouses Dressy Casual Satin Silk Long Sleeve Shirts Business Casual Tops\", \"asin\": \"B0DB1CFBD8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Satin Button Down Shirts for Women Long Sleeve Slim Fit Office Blouses Casual Business Silk Tops with Pocket S-XXL\", \"asin\": \"B09TXCQ77B\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Silk Tops Casual Short Sleeve Asymmetrical Neck Satin Blouse Shirts\", \"asin\": \"B0C2TL467F\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Silk Satin Camisole Tank Tops V Neck Spaghetti Strap Blouses Cross Back Sleeveless Cami Shirt\", \"asin\": \"B0BZT2QWZ8\", \"price\": \"$28.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Silk Button Down Shirts for Women Satin Short Sleeve V Neck Casual Work Office Blouse Tunic Tops\", \"asin\": \"B0BJQH84N8\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"B0C7T7ZHML\", \"price\": \"$31.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Satin Silk Button Down Shirt Ladies Long Sleeve Tops V Neck Loose Blouse Dressy Business Casual Work Tunic Fall\", \"asin\": \"B0B4PGQPZV\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Hipster Fitted Silk Like Satin Dress Shirt Long Sleeve Button Down Printed Shirt for Party Prom\", \"asin\": \"B07QLLNTMC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Satin Button Down Shirt Long Sleeve Tops Silk Blouse V Neck Dressy Casual Loose Work Office Blouse Tunic Fall\", \"asin\": \"B0D8J431HZ\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts\", \"asin\": \"B07QMLSZB1\", \"price\": \"$28.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Knitted T Shirt 100% Pure Mulberry Silk Sleep T Shirt Soft Cool Performance Crew Neck Casual Undershirt\", \"asin\": \"B08Z6ZQJG1\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Satin Dress Shirt Long Sleeve Silk Shiny Sateen Party Shirt\", \"asin\": \"B0D3H29VWX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Satin Silk Shirts Button Down V Neck Dressy Casual Blouse Loose Long Sleeve Office Work Tunic Tops\", \"asin\": \"B0DC6GCFGZ\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirt Soft Breathable Sport T-Shirt Underwear Slim Short/Long Sleeve Tops\", \"asin\": \"B07CHPVS53\", \"price\": \"$25.55\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Western Designer Button Down Paisley Shirt Casual Beach Summer Party Mexico\", \"asin\": \"B0DV3HSTH3\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Summer Tank Tops Business Casual Outfits Satin Blouse Dressy Work Shirts Spring Clothes\", \"asin\": \"B0DRV43FZ4\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Escalier Women's Silk Blouse Long Sleeve Bow Tie Neck Button Down Shirts Casual Office Work Blouse Tops\", \"asin\": \"B09XB9HY89\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09TSWDSH8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts\", \"asin\": \"B0CJHPRDTV\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:04.326Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silk\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Runcati\\nMens Luxury Satin Silk Dress Shirts Casual Button Down Short Sleeve Prom Party Wedding Shirt\", \"asin\": \"B0CRYVKHGF\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie\", \"asin\": \"B0CB8TLFYG\", \"price\": \"$28.02\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts\", \"asin\": \"B0CMWVZWS5\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"VATPAVE\\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket\", \"asin\": \"B0B9JSR2G2\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0C5JDMS9K\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party\", \"asin\": \"B0D1K7FMW6\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie\", \"asin\": \"B0CB8TLFYG\", \"price\": \"$28.02\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMens Casual Button Down Shirt Short Sleeve Wrinkle Free Shirts Summer Shirt\", \"asin\": \"B0BJVX1VXL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Casual Urban Stylish Slim Fit Short Sleeve Button Up Dress Shirt with Pocket\", \"asin\": \"B09YM437VY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ZEROYAA\\nMen's Shiny Luxury Silk Satin Floral Jacquard Short Sleeve Regular Fit Button Down Shirt for Party Prom\", \"asin\": \"B0D1XSFDRQ\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\\\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.\", \"asin\": \"B0CJHN3MFH\"},\n{\"title\": \"Go to detail page for \\\"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\\\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.\", \"asin\": \"B0CJHK9J14\"},\n{\"title\": \"Go to detail page for \\\"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\\\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.\", \"asin\": \"B0CJHHS1CL\"}],\n\"search_results\": [{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVTBRVJ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie\", \"asin\": \"B0CB8PSRS8\", \"price\": \"$32.96\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts\", \"asin\": \"B0CMWVZWS5\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts\", \"asin\": \"B0C3CRXQP3\", \"price\": \"$23.39\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DWK3KRNF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Mens Silk Satin Dress Shirts Shiny Long Sleeve Button Down Shirt Party Prom Wedding Shirt\", \"asin\": \"B0D7CP854Y\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Button Down Shirts Casual Stretch Satin Silk Hawaiian Beach Shirt\", \"asin\": \"B0CS35DSS5\", \"price\": \"$28.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Button Down Short Sleeve Shirt Satin Dress Shirts Summer Beach Wedding Shirt\", \"asin\": \"B0BHWV7B2D\", \"price\": \"$23.19\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Shiny Luxury Silk Satin Floral Jacquard Short Sleeve Regular Fit Button Down Shirt for Party Prom\", \"asin\": \"B0D1XK5KMS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie\", \"asin\": \"B0CB8PTCD2\", \"price\": \"$28.02\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts\", \"asin\": \"B0C3CS86PF\", \"price\": \"$23.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Mulberry Silk T-Shirts Short Sleeve Pure Silk Dress Tee Shirts Breathable & Moisture V-Neck Undershirt Top\", \"asin\": \"B0C6XQNKLN\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Knitted T Shirt 100% Pure Mulberry Silk Sleep T Shirt Soft Cool Performance Crew Neck Casual Undershirt\", \"asin\": \"B08Z6ZQJG1\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ice Silk T-Shirt, Quick Dry Casual Shirt, Classic Men's Solid Color T-Shirt\", \"asin\": \"B0DWMZMQYX\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirt Soft Breathable Sport T-Shirt Underwear Slim Short/Long Sleeve Tops\", \"asin\": \"B081YG7CZB\", \"price\": \"$25.55\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Womens Button Down Shirts 3/4 Sleeve Dressy Casual Tops Pleated Satin Silk Business Blouses 2025\", \"asin\": \"B0DRPC4352\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt\", \"asin\": \"B09WR1LG9M\", \"price\": \"$17.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts\", \"asin\": \"B0CMWVZWS5\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt\", \"asin\": \"B07KQ2QPFP\", \"price\": \"$31.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Casual Short Sleeve Button Down Shirts Regular Fit Hawaiian Summer Shirts\", \"asin\": \"B08Y5RXV68\", \"price\": \"$26.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Shiny Silk Like Satin Dress Shirt Long Sleeve Casual Slim Fit Muscle Button Up Shirts\", \"asin\": \"B0D176S97W\", \"price\": \"$28.89\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Casual Button Down Polo Shirt Summer Beach Vacation Shirts\", \"asin\": \"B0DJVH1BG1\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B0C9Z947HB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Summer Dressy Casual Short Sleeve Shirts Crewneck Silk Satin Business Office Work Blouse Tops\", \"asin\": \"B0CRVJRJ5V\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Womens Soft Satin Silk Leopard Button Down Shirts for Women Silky Long Sleeve Work Shirt Dress Blouses Tops\", \"asin\": \"B0BW87ZN52\", \"price\": \"$33.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Silk Shirt Paisley Floral Jacquard Short Sleeve Button Down Dress Shirts Formal Casual Wedding Party\", \"asin\": \"B09W3XCKJN\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Short Sleeve Satin Button Down Shirts Casual Loose V-Neck Business Work Tunic Top\", \"asin\": \"B0BPJ87VBH\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BVFXRHZH\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top\", \"asin\": \"B0C613X35Q\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Blouse Satin Silk Shirts Button Down Shirts Casual Loose Long Sleeve Office Work Tunic Tops\", \"asin\": \"B099MWVX6D\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Satin Silk Mens Dress Shirts Long Sleeve Button Up Shirt Wedding Party Prom Shirt\", \"asin\": \"B0D8KFBKRV\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts\", \"asin\": \"B07KTKJN44\", \"price\": \"$36.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Western Shirts Silk Paisley Long Sleeve Button Down Dress Shirt Designer Mexico Cowboy Shirt Party Casual\", \"asin\": \"B0CNRDQH3V\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Mulberry Silk T-Shirts Short Sleeve Pure Silk Dress Tee Shirts Breathable & Moisture V-Neck Undershirt Top\", \"asin\": \"B0C6XSG8JL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B0B77GFXX6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket\", \"asin\": \"B0B9JSR2G2\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dressy Tank Tops Summer Sleeveless Work Blouses Silk Satin V Neck Shirts Business Casual Outfits\", \"asin\": \"B0DSPHLPQ6\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Silk Satin Tank Top Summer Business Casual Outfit 2025 Sleeveless Work Dressy Shirt\", \"asin\": \"B0DSC8NW9B\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Shirts Short Sleeve Button Down Shirt for Men Wedding Beach Fashion Shirt\", \"asin\": \"B0CMPXJYX3\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Business Casual Tops Summer Long Sleeve Silk Button Down Shirts V Neck Chiffon Blouses\", \"asin\": \"B0B2JDL45J\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Satin Silk Button Down Shirts for Women Dress Shirts Long Sleeve Blouses Womens Shirts\", \"asin\": \"B0C2V9VH1C\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Hawaiian Shirt Short Sleeve Tropical Vacation Button Down Beach Floral Palm Shirts\", \"asin\": \"B0C9ZWLGH2\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dressy Business Casual Blouse Pleated Long Sleeve Tops Satin Silk Work Shirt Fall Outfits 2024\", \"asin\": \"B0DB1ST56Q\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Blouses Dressy Casual Satin Silk Long Sleeve Shirts Business Casual Tops\", \"asin\": \"B0DB1CFBD8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Satin Button Down Shirts for Women Long Sleeve Slim Fit Office Blouses Casual Business Silk Tops with Pocket S-XXL\", \"asin\": \"B09TXCQ77B\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Silk Tops Casual Short Sleeve Asymmetrical Neck Satin Blouse Shirts\", \"asin\": \"B0C2TL467F\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Silk Satin Camisole Tank Tops V Neck Spaghetti Strap Blouses Cross Back Sleeveless Cami Shirt\", \"asin\": \"B0BZT2QWZ8\", \"price\": \"$28.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Silk Button Down Shirts for Women Satin Short Sleeve V Neck Casual Work Office Blouse Tunic Tops\", \"asin\": \"B0BJQH84N8\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"B0C7T7ZHML\", \"price\": \"$31.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Satin Silk Button Down Shirt Ladies Long Sleeve Tops V Neck Loose Blouse Dressy Business Casual Work Tunic Fall\", \"asin\": \"B0B4PGQPZV\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Hipster Fitted Silk Like Satin Dress Shirt Long Sleeve Button Down Printed Shirt for Party Prom\", \"asin\": \"B07QLLNTMC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Satin Button Down Shirt Long Sleeve Tops Silk Blouse V Neck Dressy Casual Loose Work Office Blouse Tunic Fall\", \"asin\": \"B0D8J431HZ\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts\", \"asin\": \"B07QMLSZB1\", \"price\": \"$28.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Knitted T Shirt 100% Pure Mulberry Silk Sleep T Shirt Soft Cool Performance Crew Neck Casual Undershirt\", \"asin\": \"B08Z6ZQJG1\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Satin Dress Shirt Long Sleeve Silk Shiny Sateen Party Shirt\", \"asin\": \"B0D3H29VWX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Satin Silk Shirts Button Down V Neck Dressy Casual Blouse Loose Long Sleeve Office Work Tunic Tops\", \"asin\": \"B0DC6GCFGZ\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirt Soft Breathable Sport T-Shirt Underwear Slim Short/Long Sleeve Tops\", \"asin\": \"B07CHPVS53\", \"price\": \"$25.55\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Western Designer Button Down Paisley Shirt Casual Beach Summer Party Mexico\", \"asin\": \"B0DV3HSTH3\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Summer Tank Tops Business Casual Outfits Satin Blouse Dressy Work Shirts Spring Clothes\", \"asin\": \"B0DRV43FZ4\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Escalier Women's Silk Blouse Long Sleeve Bow Tie Neck Button Down Shirts Casual Office Work Blouse Tops\", \"asin\": \"B09XB9HY89\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09TSWDSH8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts\", \"asin\": \"B0CJHPRDTV\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:06.039Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:06.039Z
click
filter
rule
2025-04-20T06:04:06.039Z
train
2,840
2025-04-20T06:04:06.039Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silk"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Runcati\nMens Luxury Satin Silk Dress Shirts Casual Button Down Short Sleeve Prom Party Wedding Shirt", "asin": "B0CRYVKHGF", "price": "$24.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMen's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie", "asin": "B0CB8TLFYG", "price": "$28.02", "quantity": ""}, {"title": "COOFANDY\nMen's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts", "asin": "B0CMWVZWS5", "price": "$25.99", "quantity": ""}, {"title": "VATPAVE\nMens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket", "asin": "B0B9JSR2G2", "price": "$26.99", "quantity": ""}, {"title": "COOFANDY\nMen's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0C5JDMS9K", "price": "$29.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Hipster Shiny Silk Satin Shirt Regular Fit Short Sleeve Casual Button Down Dress Shirts for Summer Party", "asin": "B0D1K7FMW6", "price": "$18.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMen's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie", "asin": "B0CB8TLFYG", "price": "$28.02", "quantity": ""}, {"title": "COOFANDY\nMens Casual Button Down Shirt Short Sleeve Wrinkle Free Shirts Summer Shirt", "asin": "B0BJVX1VXL", "price": "$19.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Casual Urban Stylish Slim Fit Short Sleeve Button Up Dress Shirt with Pocket", "asin": "B09YM437VY", "price": "$19.99", "quantity": ""}, {"title": "ZEROYAA\nMen's Shiny Luxury Silk Satin Floral Jacquard Short Sleeve Regular Fit Button Down Shirt for Party Prom", "asin": "B0D1XSFDRQ", "price": "$19.99", "quantity": ""}], "ads": [{"title": "Go to detail page for \"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.", "asin": "B0CJHN3MFH"}, {"title": "Go to detail page for \"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.", "asin": "B0CJHK9J14"}, {"title": "Go to detail page for \"COOFANDY Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts.\" Rated 4.3 out of 5 stars by 750 reviews. Eligible for Prime.", "asin": "B0CJHHS1CL"}], "search_results": [{"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVTBRVJ", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie", "asin": "B0CB8PSRS8", "price": "$32.96", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts", "asin": "B0CMWVZWS5", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts", "asin": "B0C3CRXQP3", "price": "$23.39", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DWK3KRNF", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Mens Silk Satin Dress Shirts Shiny Long Sleeve Button Down Shirt Party Prom Wedding Shirt", "asin": "B0D7CP854Y", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Short Sleeve Button Down Shirts Casual Stretch Satin Silk Hawaiian Beach Shirt", "asin": "B0CS35DSS5", "price": "$28.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Silk Button Down Short Sleeve Shirt Satin Dress Shirts Summer Beach Wedding Shirt", "asin": "B0BHWV7B2D", "price": "$23.19", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Shiny Luxury Silk Satin Floral Jacquard Short Sleeve Regular Fit Button Down Shirt for Party Prom", "asin": "B0D1XK5KMS", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Shiny Satin Dress Shirts Long Sleeve Button Down Silk Shirt with Bow Tie", "asin": "B0CB8PTCD2", "price": "$28.02", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Satin Long Sleeve Dress Shirts Shiny Casual Button Down Shirt Luxury Party Prom Shirts", "asin": "B0C3CS86PF", "price": "$23.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Mulberry Silk T-Shirts Short Sleeve Pure Silk Dress Tee Shirts Breathable & Moisture V-Neck Undershirt Top", "asin": "B0C6XQNKLN", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Silk Knitted T Shirt 100% Pure Mulberry Silk Sleep T Shirt Soft Cool Performance Crew Neck Casual Undershirt", "asin": "B08Z6ZQJG1", "price": "$42.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ice Silk T-Shirt, Quick Dry Casual Shirt, Classic Men's Solid Color T-Shirt", "asin": "B0DWMZMQYX", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Shirt Soft Breathable Sport T-Shirt Underwear Slim Short/Long Sleeve Tops", "asin": "B081YG7CZB", "price": "$25.55", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 1 left in stock - order soon."}, {"title": "Womens Button Down Shirts 3/4 Sleeve Dressy Casual Tops Pleated Satin Silk Business Blouses 2025", "asin": "B0DRPC4352", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt", "asin": "B09WR1LG9M", "price": "$17.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Short Sleeve Button Down Wrinkle Free Shirt Summer Casual Stretch Untucked Dress Shirts", "asin": "B0CMWVZWS5", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Satin Dress Shirts Jacquard Long Sleeve Floral Button Up Shirts Party Prom Wedding Shirt", "asin": "B07KQ2QPFP", "price": "$31.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens Casual Short Sleeve Button Down Shirts Regular Fit Hawaiian Summer Shirts", "asin": "B08Y5RXV68", "price": "$26.19", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Luxury Shiny Silk Like Satin Dress Shirt Long Sleeve Casual Slim Fit Muscle Button Up Shirts", "asin": "B0D176S97W", "price": "$28.89", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Knit Shirts Short Sleeve Casual Button Down Polo Shirt Summer Beach Vacation Shirts", "asin": "B0DJVH1BG1", "price": "$27.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt", "asin": "B0C9Z947HB", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Summer Dressy Casual Short Sleeve Shirts Crewneck Silk Satin Business Office Work Blouse Tops", "asin": "B0CRVJRJ5V", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Womens Soft Satin Silk Leopard Button Down Shirts for Women Silky Long Sleeve Work Shirt Dress Blouses Tops", "asin": "B0BW87ZN52", "price": "$33.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Silk Shirt Paisley Floral Jacquard Short Sleeve Button Down Dress Shirts Formal Casual Wedding Party", "asin": "B09W3XCKJN", "price": "$35.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Short Sleeve Satin Button Down Shirts Casual Loose V-Neck Business Work Tunic Top", "asin": "B0BPJ87VBH", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BVFXRHZH", "price": "$29.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Holographic T Shirt Short Sleeve Round Neck Shiny Party Clubwear Tank Top", "asin": "B0C613X35Q", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Blouse Satin Silk Shirts Button Down Shirts Casual Loose Long Sleeve Office Work Tunic Tops", "asin": "B099MWVX6D", "price": "$28.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Satin Silk Mens Dress Shirts Long Sleeve Button Up Shirt Wedding Party Prom Shirt", "asin": "B0D8KFBKRV", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts", "asin": "B07KTKJN44", "price": "$36.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens Western Shirts Silk Paisley Long Sleeve Button Down Dress Shirt Designer Mexico Cowboy Shirt Party Casual", "asin": "B0CNRDQH3V", "price": "$38.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Mulberry Silk T-Shirts Short Sleeve Pure Silk Dress Tee Shirts Breathable & Moisture V-Neck Undershirt Top", "asin": "B0C6XSG8JL", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party", "asin": "B0B77GFXX6", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket", "asin": "B0B9JSR2G2", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Dressy Tank Tops Summer Sleeveless Work Blouses Silk Satin V Neck Shirts Business Casual Outfits", "asin": "B0DSPHLPQ6", "price": "$14.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Women's Silk Satin Tank Top Summer Business Casual Outfit 2025 Sleeveless Work Dressy Shirt", "asin": "B0DSC8NW9B", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Casual Shirts Short Sleeve Button Down Shirt for Men Wedding Beach Fashion Shirt", "asin": "B0CMPXJYX3", "price": "$24.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Business Casual Tops Summer Long Sleeve Silk Button Down Shirts V Neck Chiffon Blouses", "asin": "B0B2JDL45J", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Satin Silk Button Down Shirts for Women Dress Shirts Long Sleeve Blouses Womens Shirts", "asin": "B0C2V9VH1C", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Hawaiian Shirt Short Sleeve Tropical Vacation Button Down Beach Floral Palm Shirts", "asin": "B0C9ZWLGH2", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Dressy Business Casual Blouse Pleated Long Sleeve Tops Satin Silk Work Shirt Fall Outfits 2024", "asin": "B0DB1ST56Q", "price": "$28.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Blouses Dressy Casual Satin Silk Long Sleeve Shirts Business Casual Tops", "asin": "B0DB1CFBD8", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Satin Button Down Shirts for Women Long Sleeve Slim Fit Office Blouses Casual Business Silk Tops with Pocket S-XXL", "asin": "B09TXCQ77B", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Off Shoulder Silk Tops Casual Short Sleeve Asymmetrical Neck Satin Blouse Shirts", "asin": "B0C2TL467F", "price": "$17.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Silk Satin Camisole Tank Tops V Neck Spaghetti Strap Blouses Cross Back Sleeveless Cami Shirt", "asin": "B0BZT2QWZ8", "price": "$28.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Silk Button Down Shirts for Women Satin Short Sleeve V Neck Casual Work Office Blouse Tunic Tops", "asin": "B0BJQH84N8", "price": "$23.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops", "asin": "B0C7T7ZHML", "price": "$31.49", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women Satin Silk Button Down Shirt Ladies Long Sleeve Tops V Neck Loose Blouse Dressy Business Casual Work Tunic Fall", "asin": "B0B4PGQPZV", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Hipster Fitted Silk Like Satin Dress Shirt Long Sleeve Button Down Printed Shirt for Party Prom", "asin": "B07QLLNTMC", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women Satin Button Down Shirt Long Sleeve Tops Silk Blouse V Neck Dressy Casual Loose Work Office Blouse Tunic Fall", "asin": "B0D8J431HZ", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts", "asin": "B07QMLSZB1", "price": "$28.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Silk Knitted T Shirt 100% Pure Mulberry Silk Sleep T Shirt Soft Cool Performance Crew Neck Casual Undershirt", "asin": "B08Z6ZQJG1", "price": "$42.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Luxury Satin Dress Shirt Long Sleeve Silk Shiny Sateen Party Shirt", "asin": "B0D3H29VWX", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Satin Silk Shirts Button Down V Neck Dressy Casual Blouse Loose Long Sleeve Office Work Tunic Tops", "asin": "B0DC6GCFGZ", "price": "$28.49", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Shirt Soft Breathable Sport T-Shirt Underwear Slim Short/Long Sleeve Tops", "asin": "B07CHPVS53", "price": "$25.55", "delivery": "FREE delivery Apr 28 - May 5"}, {"title": "Men's Silk Shirts Short Sleeve Western Designer Button Down Paisley Shirt Casual Beach Summer Party Mexico", "asin": "B0DV3HSTH3", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCYH58JL", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Summer Tank Tops Business Casual Outfits Satin Blouse Dressy Work Shirts Spring Clothes", "asin": "B0DRV43FZ4", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Escalier Women's Silk Blouse Long Sleeve Bow Tie Neck Button Down Shirts Casual Office Work Blouse Tops", "asin": "B09XB9HY89", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL", "asin": "B09TSWDSH8", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts", "asin": "B0CJHPRDTV", "price": "$35.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:06.039Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2840, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b 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10 PM\"},\n{\"title\": \"Mens Western Shirts Silk Paisley Long Sleeve Button Down Dress Shirt Designer Mexico Cowboy Shirt Party Casual\", \"asin\": \"B0CNRDQH3V\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Mulberry Silk T-Shirts Short Sleeve Pure Silk Dress Tee Shirts Breathable & Moisture V-Neck Undershirt Top\", \"asin\": \"B0C6XSG8JL\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Paisley Dress Shirts,Long Sleeve Button Down Shirt Casual Regular Fit Shirt for Men Wedding Party\", \"asin\": \"B0B77GFXX6\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Jacquard Regular Fit Shirts Casual Button Down Short Sleeve Beach Tops with Pocket\", \"asin\": \"B0B9JSR2G2\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dressy Tank Tops Summer Sleeveless Work Blouses Silk Satin V Neck Shirts Business Casual Outfits\", \"asin\": \"B0DSPHLPQ6\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Silk Satin Tank Top Summer Business Casual Outfit 2025 Sleeveless Work Dressy Shirt\", \"asin\": \"B0DSC8NW9B\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Casual Shirts Short Sleeve Button Down Shirt for Men Wedding Beach Fashion Shirt\", \"asin\": \"B0CMPXJYX3\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Business Casual Tops Summer Long Sleeve Silk Button Down Shirts V Neck Chiffon Blouses\", \"asin\": \"B0B2JDL45J\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Satin Silk Button Down Shirts for Women Dress Shirts Long Sleeve Blouses Womens Shirts\", \"asin\": \"B0C2V9VH1C\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Hawaiian Shirt Short Sleeve Tropical Vacation Button Down Beach Floral Palm Shirts\", \"asin\": \"B0C9ZWLGH2\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Dressy Business Casual Blouse Pleated Long Sleeve Tops Satin Silk Work Shirt Fall Outfits 2024\", \"asin\": \"B0DB1ST56Q\", \"price\": \"$28.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Blouses Dressy Casual Satin Silk Long Sleeve Shirts Business Casual Tops\", \"asin\": \"B0DB1CFBD8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Satin Button Down Shirts for Women Long Sleeve Slim Fit Office Blouses Casual Business Silk Tops with Pocket S-XXL\", \"asin\": \"B09TXCQ77B\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Off Shoulder Silk Tops Casual Short Sleeve Asymmetrical Neck Satin Blouse Shirts\", \"asin\": \"B0C2TL467F\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Silk Satin Camisole Tank Tops V Neck Spaghetti Strap Blouses Cross Back Sleeveless Cami Shirt\", \"asin\": \"B0BZT2QWZ8\", \"price\": \"$28.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Silk Button Down Shirts for Women Satin Short Sleeve V Neck Casual Work Office Blouse Tunic Tops\", \"asin\": \"B0BJQH84N8\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Satin Silk Blouse Lapel V Neck Long Sleeve Casual Work Blouse Shirts Pullover Tops\", \"asin\": \"B0C7T7ZHML\", \"price\": \"$31.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Satin Silk Button Down Shirt Ladies Long Sleeve Tops V Neck Loose Blouse Dressy Business Casual Work Tunic Fall\", \"asin\": \"B0B4PGQPZV\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Hipster Fitted Silk Like Satin Dress Shirt Long Sleeve Button Down Printed Shirt for Party Prom\", \"asin\": \"B07QLLNTMC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women Satin Button Down Shirt Long Sleeve Tops Silk Blouse V Neck Dressy Casual Loose Work Office Blouse Tunic Fall\", \"asin\": \"B0D8J431HZ\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Luxury Shiny Silk Like Satin Button Up Dress Shirts\", \"asin\": \"B07QMLSZB1\", \"price\": \"$28.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Silk Knitted T Shirt 100% Pure Mulberry Silk Sleep T Shirt Soft Cool Performance Crew Neck Casual Undershirt\", \"asin\": \"B08Z6ZQJG1\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Luxury Satin Dress Shirt Long Sleeve Silk Shiny Sateen Party Shirt\", \"asin\": \"B0D3H29VWX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Satin Silk Shirts Button Down V Neck Dressy Casual Blouse Loose Long Sleeve Office Work Tunic Tops\", \"asin\": \"B0DC6GCFGZ\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirt Soft Breathable Sport T-Shirt Underwear Slim Short/Long Sleeve Tops\", \"asin\": \"B07CHPVS53\", \"price\": \"$25.55\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Western Designer Button Down Paisley Shirt Casual Beach Summer Party Mexico\", \"asin\": \"B0DV3HSTH3\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Summer Tank Tops Business Casual Outfits Satin Blouse Dressy Work Shirts Spring Clothes\", \"asin\": \"B0DRV43FZ4\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Escalier Women's Silk Blouse Long Sleeve Bow Tie Neck Button Down Shirts Casual Office Work Blouse Tops\", \"asin\": \"B09XB9HY89\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Women's Short Sleeve Satin Blouses Casual Loose Crewneck Silk Shirts Roll Up Sleeve Tunic Tops S-XXL\", \"asin\": \"B09TSWDSH8\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Muscle Fit Dress Shirts Wrinkle-Free Long Sleeve Casual Button Down Shirts\", \"asin\": \"B0CJHPRDTV\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:06.039Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silk\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)\", \"asin\": \"B0CL21H6WV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt\", \"asin\": \"B088MJZXP9\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz\", \"asin\": \"B0CX3D74WT\", \"price\": \"$22.97\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle\", \"asin\": \"B082QB23YG\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ\", \"asin\": \"B001459IEE\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White\", \"asin\": \"B08MZ99TBK\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)\", \"asin\": \"B0B6VV24K5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVS4BKW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DWK3KRNF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07W7SLW5L\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DWM87F7S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGDXP4X\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts\", \"asin\": \"B0C4HSH6TM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B07Z8Y4R89\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TTQR3F\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVTY3X9\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFYBDQ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B0B68KVC43\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TQ8QFR\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DGGDWNKQ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts\", \"asin\": \"B0CSJSFKP7\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07RDPHPGJ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery May 5 - 16 for Prime members\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black\", \"asin\": \"B0D9KQWK7V\", \"price\": \"$88.00\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0DH3VQRBP\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt\", \"asin\": \"B07C8924QZ\", \"price\": \"$52.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 4 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGCQQBX\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure\", \"asin\": \"B07X7GPBH1\", \"price\": \"$71.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies\", \"asin\": \"B07C4TJVXJ\", \"price\": \"$80.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs\", \"asin\": \"B010059TMY\", \"price\": \"$74.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFL8P4\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses\", \"asin\": \"B0C4YPY93Z\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer\", \"asin\": \"B07JH1P2DP\", \"price\": \"$60.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0BWYSMVPY\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's All Day Jacquard Short Sleeve Woven\", \"asin\": \"B0CN35KDS8\", \"price\": \"$52.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts\", \"asin\": \"B08JPHPVP1\", \"price\": \"$76.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Long Sleeve Women\\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts\", \"asin\": \"B0C339L6VZ\"},\n{\"title\": \"Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT\", \"asin\": \"B00GP2V75Y\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops\", \"asin\": \"B0C8J1CLCJ\", \"price\": \"$64.40\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:14.914Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:14.914Z
input
shirt silk
rule
2025-04-20T06:04:14.914Z
train
2,841
2025-04-20T06:04:14.914Z
input
shirt silk
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silk"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 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Long Sleeve Pullover for Men", "asin": "B078NG76FG", "price": "$75.00", "quantity": ""}, {"title": "BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)", "asin": "B0CL21H6WV", "price": "$19.99", "quantity": ""}, {"title": "Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt", "asin": "B088MJZXP9", "price": "$33.71", "quantity": ""}, {"title": "Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz", "asin": "B0CX3D74WT", "price": "$22.97", "quantity": ""}, {"title": "NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle", "asin": "B082QB23YG", "price": "$5.29", "quantity": ""}, {"title": "Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ", "asin": "B001459IEE", "price": "$9.97", "quantity": ""}, {"title": "Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White", "asin": "B08MZ99TBK", "price": "$14.96", "quantity": ""}, {"title": "BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)", "asin": "B0B6VV24K5", "price": "$14.99", "quantity": ""}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": ""}], "search_results": [{"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVS4BKW", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DWK3KRNF", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07W7SLW5L", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DWM87F7S", "price": "$69.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGDXP4X", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts", "asin": "B0C4HSH6TM", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCYH58JL", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B07Z8Y4R89", "price": "$66.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TTQR3F", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVTY3X9", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFYBDQ", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B0B68KVC43", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TQ8QFR", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon."}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DGGDWNKQ", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts", "asin": "B0CSJSFKP7", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07RDPHPGJ", "price": "$66.99", "delivery": "FREE delivery May 5 - 16 for Prime members"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black", "asin": "B0D9KQWK7V", "price": "$88.00", "delivery": "FREE delivery Apr 29 - 30"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0DH3VQRBP", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt", "asin": "B07C8924QZ", "price": "$52.99", "delivery": "FREE delivery Tue, Apr 22 Only 4 left in stock - order soon."}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGCQQBX", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure", "asin": "B07X7GPBH1", "price": "$71.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies", "asin": "B07C4TJVXJ", "price": "$80.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs", "asin": "B010059TMY", "price": "$74.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFL8P4", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses", "asin": "B0C4YPY93Z", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer", "asin": "B07JH1P2DP", "price": "$60.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0BWYSMVPY", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's All Day Jacquard Short Sleeve Woven", "asin": "B0CN35KDS8", "price": "$52.19", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts", "asin": "B08JPHPVP1", "price": "$76.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Long Sleeve Women\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts", "asin": "B0C339L6VZ"}, {"title": "Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT", "asin": "B00GP2V75Y", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops", "asin": "B0C8J1CLCJ", "price": "$64.40", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts", "asin": "B094FSR1DN", "price": "$74.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Silk T-shirt V-Neck Tee", "asin": "B094FP46GT", "price": "$74.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.", "asin": "B07PF58JPS", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt", "asin": "B09VGNPK4D", "price": "$52.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Hocosa Organic Wool-Silk Sleeveless Undershirt for Women", "asin": "B00OEJV6SS", "price": "$66.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women", "asin": "B0CTGX317Y", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack", "asin": "B0CXT499RY", "price": "$53.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women", "asin": "B0DXD4QR2R", "price": "$59.00", "delivery": "FREE delivery May 9 - 19"}, {"title": "Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles", "asin": "B0C58PQFDX", "price": "$75.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal", "asin": "B0BZPPBFZ9", "price": "$73.60", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)", "asin": "B076HP86ND"}, {"title": "Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight", "asin": "B0D8BW3CW9", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Pop-Over Blouse with Covered Placket and Side Slits", "asin": "B07W15DZ3M", "price": "$53.40", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "mens Traditional", "asin": "B07G2SDLW7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan", "asin": "B0947V8DFX", "price": "$60.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt", "asin": "B0BPC15ZKP", "price": "$63.95", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)", "asin": "B076HLM1KL"}, {"title": "Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities", "asin": "B0D5J7WBLD", "price": "$70.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel", "asin": "B0CTN1Y1VS", "price": "$62.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.", "asin": "B07PHHF86R", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women's Alessandra Silk Tee", "asin": "B0CCYTBCP5", "price": "$86.76", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia", "asin": "B07B487TDY", "price": "$72.00", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24"}, {"title": "Women\u2019s Nataly Silk Top \u2013 Sleeveless Button-Down Shirt for Women", "asin": "B0CTJ4YLT2", "price": "$69.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops", "asin": "B096851CZR", "price": "$79.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green", "asin": "B0CTHZSNF6", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22 Only 8 left in stock - order soon."}, {"title": "Leaf Canopy Shirt-Maliblue", "asin": "B01LWP102L", "price": "$67.00", "delivery": "FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23"}, {"title": "Short Sleeve Silk Utility Shirt", "asin": "B0DWK7GQ5M", "price": "$74.99", "delivery": "FREE delivery Apr 24 - 28"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:14.914Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt silk</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>shirt silk</answer_argument>", "index": 2841, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": 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21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:14.914Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silk\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)\", \"asin\": \"B0CL21H6WV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt\", \"asin\": \"B088MJZXP9\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz\", \"asin\": \"B0CX3D74WT\", \"price\": \"$22.97\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle\", \"asin\": \"B082QB23YG\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ\", \"asin\": \"B001459IEE\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White\", \"asin\": \"B08MZ99TBK\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)\", \"asin\": \"B0B6VV24K5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVS4BKW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DWK3KRNF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07W7SLW5L\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DWM87F7S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGDXP4X\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts\", \"asin\": \"B0C4HSH6TM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B07Z8Y4R89\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TTQR3F\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVTY3X9\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFYBDQ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B0B68KVC43\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TQ8QFR\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DGGDWNKQ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts\", \"asin\": \"B0CSJSFKP7\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07RDPHPGJ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery May 5 - 16 for Prime members\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black\", \"asin\": \"B0D9KQWK7V\", \"price\": \"$88.00\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0DH3VQRBP\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt\", \"asin\": \"B07C8924QZ\", \"price\": \"$52.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 4 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGCQQBX\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure\", \"asin\": \"B07X7GPBH1\", \"price\": \"$71.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies\", \"asin\": \"B07C4TJVXJ\", \"price\": \"$80.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs\", \"asin\": \"B010059TMY\", \"price\": \"$74.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFL8P4\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses\", \"asin\": \"B0C4YPY93Z\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer\", \"asin\": \"B07JH1P2DP\", \"price\": \"$60.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0BWYSMVPY\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's All Day Jacquard Short Sleeve Woven\", \"asin\": \"B0CN35KDS8\", \"price\": \"$52.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts\", \"asin\": \"B08JPHPVP1\", \"price\": \"$76.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Long Sleeve Women\\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts\", \"asin\": \"B0C339L6VZ\"},\n{\"title\": \"Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT\", \"asin\": \"B00GP2V75Y\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops\", \"asin\": \"B0C8J1CLCJ\", \"price\": \"$64.40\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:15.077Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:15.077Z
input
shirt silk
rule
2025-04-20T06:04:15.077Z
train
2,842
2025-04-20T06:04:15.077Z
input
shirt silk
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silk"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover", "asin": "B07JD9112M", "price": "$75.00", "quantity": ""}, {"title": "State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover", "asin": "B076P62J53", "price": "$180.00", "quantity": ""}, {"title": "QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned", "asin": "B07MH8Y699", "price": "$33.99", "quantity": ""}, {"title": "Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters", "asin": "B07598HDCK", "price": "$36.99", "quantity": ""}, {"title": "State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men", "asin": "B078NG76FG", "price": "$75.00", "quantity": ""}, {"title": "BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)", "asin": "B0CL21H6WV", "price": "$19.99", "quantity": ""}, {"title": "Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt", "asin": "B088MJZXP9", "price": "$33.71", "quantity": ""}, {"title": "Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz", "asin": "B0CX3D74WT", "price": "$22.97", "quantity": ""}, {"title": "NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle", "asin": "B082QB23YG", "price": "$5.29", "quantity": ""}, {"title": "Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ", "asin": "B001459IEE", "price": "$9.97", "quantity": ""}, {"title": "Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White", "asin": "B08MZ99TBK", "price": "$14.96", "quantity": ""}, {"title": "BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)", "asin": "B0B6VV24K5", "price": "$14.99", "quantity": ""}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": ""}], "search_results": [{"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVS4BKW", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DWK3KRNF", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07W7SLW5L", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DWM87F7S", "price": "$69.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGDXP4X", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts", "asin": "B0C4HSH6TM", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCYH58JL", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B07Z8Y4R89", "price": "$66.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TTQR3F", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVTY3X9", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFYBDQ", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B0B68KVC43", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TQ8QFR", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon."}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DGGDWNKQ", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts", "asin": "B0CSJSFKP7", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07RDPHPGJ", "price": "$66.99", "delivery": "FREE delivery May 5 - 16 for Prime members"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black", "asin": "B0D9KQWK7V", "price": "$88.00", "delivery": "FREE delivery Apr 29 - 30"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0DH3VQRBP", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt", "asin": "B07C8924QZ", "price": "$52.99", "delivery": "FREE delivery Tue, Apr 22 Only 4 left in stock - order soon."}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGCQQBX", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure", "asin": "B07X7GPBH1", "price": "$71.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies", "asin": "B07C4TJVXJ", "price": "$80.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs", "asin": "B010059TMY", "price": "$74.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFL8P4", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses", "asin": "B0C4YPY93Z", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer", "asin": "B07JH1P2DP", "price": "$60.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0BWYSMVPY", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's All Day Jacquard Short Sleeve Woven", "asin": "B0CN35KDS8", "price": "$52.19", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts", "asin": "B08JPHPVP1", "price": "$76.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Long Sleeve Women\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts", "asin": "B0C339L6VZ"}, {"title": "Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT", "asin": "B00GP2V75Y", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops", "asin": "B0C8J1CLCJ", "price": "$64.40", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts", "asin": "B094FSR1DN", "price": "$74.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Silk T-shirt V-Neck Tee", "asin": "B094FP46GT", "price": "$74.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.", "asin": "B07PF58JPS", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt", "asin": "B09VGNPK4D", "price": "$52.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Hocosa Organic Wool-Silk Sleeveless Undershirt for Women", "asin": "B00OEJV6SS", "price": "$66.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women", "asin": "B0CTGX317Y", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack", "asin": "B0CXT499RY", "price": "$53.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women", "asin": "B0DXD4QR2R", "price": "$59.00", "delivery": "FREE delivery May 9 - 19"}, {"title": "Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles", "asin": "B0C58PQFDX", "price": "$75.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal", "asin": "B0BZPPBFZ9", "price": "$73.60", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)", "asin": "B076HP86ND"}, {"title": "Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight", "asin": "B0D8BW3CW9", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Pop-Over Blouse with Covered Placket and Side Slits", "asin": "B07W15DZ3M", "price": "$53.40", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "mens Traditional", "asin": "B07G2SDLW7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan", "asin": "B0947V8DFX", "price": "$60.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt", "asin": "B0BPC15ZKP", "price": "$63.95", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)", "asin": "B076HLM1KL"}, {"title": "Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities", "asin": "B0D5J7WBLD", "price": "$70.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel", "asin": "B0CTN1Y1VS", "price": "$62.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.", "asin": "B07PHHF86R", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women's Alessandra Silk Tee", "asin": "B0CCYTBCP5", "price": "$86.76", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia", "asin": "B07B487TDY", "price": "$72.00", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24"}, {"title": "Women\u2019s Nataly Silk Top \u2013 Sleeveless Button-Down Shirt for Women", "asin": "B0CTJ4YLT2", "price": "$69.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops", "asin": "B096851CZR", "price": "$79.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green", "asin": "B0CTHZSNF6", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22 Only 8 left in stock - order soon."}, {"title": "Leaf Canopy Shirt-Maliblue", "asin": "B01LWP102L", "price": "$67.00", "delivery": "FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23"}, {"title": "Short Sleeve Silk Utility Shirt", "asin": "B0DWK7GQ5M", "price": "$74.99", "delivery": "FREE delivery Apr 24 - 28"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:15.077Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt silk</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>shirt silk</answer_argument>", "index": 2842, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": 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21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:15.077Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silk\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)\", \"asin\": \"B0CL21H6WV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt\", \"asin\": \"B088MJZXP9\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz\", \"asin\": \"B0CX3D74WT\", \"price\": \"$22.97\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle\", \"asin\": \"B082QB23YG\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ\", \"asin\": \"B001459IEE\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White\", \"asin\": \"B08MZ99TBK\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)\", \"asin\": \"B0B6VV24K5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVS4BKW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DWK3KRNF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07W7SLW5L\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DWM87F7S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGDXP4X\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts\", \"asin\": \"B0C4HSH6TM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B07Z8Y4R89\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TTQR3F\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVTY3X9\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFYBDQ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B0B68KVC43\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TQ8QFR\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DGGDWNKQ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts\", \"asin\": \"B0CSJSFKP7\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07RDPHPGJ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery May 5 - 16 for Prime members\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black\", \"asin\": \"B0D9KQWK7V\", \"price\": \"$88.00\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0DH3VQRBP\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt\", \"asin\": \"B07C8924QZ\", \"price\": \"$52.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 4 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGCQQBX\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure\", \"asin\": \"B07X7GPBH1\", \"price\": \"$71.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies\", \"asin\": \"B07C4TJVXJ\", \"price\": \"$80.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs\", \"asin\": \"B010059TMY\", \"price\": \"$74.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFL8P4\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses\", \"asin\": \"B0C4YPY93Z\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer\", \"asin\": \"B07JH1P2DP\", \"price\": \"$60.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0BWYSMVPY\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's All Day Jacquard Short Sleeve Woven\", \"asin\": \"B0CN35KDS8\", \"price\": \"$52.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts\", \"asin\": \"B08JPHPVP1\", \"price\": \"$76.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Long Sleeve Women\\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts\", \"asin\": \"B0C339L6VZ\"},\n{\"title\": \"Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT\", \"asin\": \"B00GP2V75Y\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops\", \"asin\": \"B0C8J1CLCJ\", \"price\": \"$64.40\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:15.122Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:15.122Z
click
search
rule
2025-04-20T06:04:15.122Z
train
2,843
2025-04-20T06:04:15.122Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silk"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover", "asin": "B07JD9112M", "price": "$75.00", "quantity": ""}, {"title": "State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover", "asin": "B076P62J53", "price": "$180.00", "quantity": ""}, {"title": "QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned", "asin": "B07MH8Y699", "price": "$33.99", "quantity": ""}, {"title": "Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters", "asin": "B07598HDCK", "price": "$36.99", "quantity": ""}, {"title": "State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men", "asin": "B078NG76FG", "price": "$75.00", "quantity": ""}, {"title": "BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)", "asin": "B0CL21H6WV", "price": "$19.99", "quantity": ""}, {"title": "Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt", "asin": "B088MJZXP9", "price": "$33.71", "quantity": ""}, {"title": "Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz", "asin": "B0CX3D74WT", "price": "$22.97", "quantity": ""}, {"title": "NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle", "asin": "B082QB23YG", "price": "$5.29", "quantity": ""}, {"title": "Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ", "asin": "B001459IEE", "price": "$9.97", "quantity": ""}, {"title": "Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White", "asin": "B08MZ99TBK", "price": "$14.96", "quantity": ""}, {"title": "BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)", "asin": "B0B6VV24K5", "price": "$14.99", "quantity": ""}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": ""}], "search_results": [{"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVS4BKW", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DWK3KRNF", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07W7SLW5L", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DWM87F7S", "price": "$69.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGDXP4X", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts", "asin": "B0C4HSH6TM", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCYH58JL", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B07Z8Y4R89", "price": "$66.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TTQR3F", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVTY3X9", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFYBDQ", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B0B68KVC43", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TQ8QFR", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon."}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DGGDWNKQ", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts", "asin": "B0CSJSFKP7", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07RDPHPGJ", "price": "$66.99", "delivery": "FREE delivery May 5 - 16 for Prime members"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black", "asin": "B0D9KQWK7V", "price": "$88.00", "delivery": "FREE delivery Apr 29 - 30"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0DH3VQRBP", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt", "asin": "B07C8924QZ", "price": "$52.99", "delivery": "FREE delivery Tue, Apr 22 Only 4 left in stock - order soon."}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGCQQBX", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure", "asin": "B07X7GPBH1", "price": "$71.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies", "asin": "B07C4TJVXJ", "price": "$80.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs", "asin": "B010059TMY", "price": "$74.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFL8P4", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses", "asin": "B0C4YPY93Z", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer", "asin": "B07JH1P2DP", "price": "$60.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0BWYSMVPY", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's All Day Jacquard Short Sleeve Woven", "asin": "B0CN35KDS8", "price": "$52.19", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts", "asin": "B08JPHPVP1", "price": "$76.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Long Sleeve Women\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts", "asin": "B0C339L6VZ"}, {"title": "Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT", "asin": "B00GP2V75Y", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops", "asin": "B0C8J1CLCJ", "price": "$64.40", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts", "asin": "B094FSR1DN", "price": "$74.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Silk T-shirt V-Neck Tee", "asin": "B094FP46GT", "price": "$74.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.", "asin": "B07PF58JPS", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt", "asin": "B09VGNPK4D", "price": "$52.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Hocosa Organic Wool-Silk Sleeveless Undershirt for Women", "asin": "B00OEJV6SS", "price": "$66.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women", "asin": "B0CTGX317Y", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack", "asin": "B0CXT499RY", "price": "$53.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women", "asin": "B0DXD4QR2R", "price": "$59.00", "delivery": "FREE delivery May 9 - 19"}, {"title": "Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles", "asin": "B0C58PQFDX", "price": "$75.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal", "asin": "B0BZPPBFZ9", "price": "$73.60", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)", "asin": "B076HP86ND"}, {"title": "Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight", "asin": "B0D8BW3CW9", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Pop-Over Blouse with Covered Placket and Side Slits", "asin": "B07W15DZ3M", "price": "$53.40", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "mens Traditional", "asin": "B07G2SDLW7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan", "asin": "B0947V8DFX", "price": "$60.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt", "asin": "B0BPC15ZKP", "price": "$63.95", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)", "asin": "B076HLM1KL"}, {"title": "Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities", "asin": "B0D5J7WBLD", "price": "$70.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel", "asin": "B0CTN1Y1VS", "price": "$62.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.", "asin": "B07PHHF86R", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women's Alessandra Silk Tee", "asin": "B0CCYTBCP5", "price": "$86.76", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia", "asin": "B07B487TDY", "price": "$72.00", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24"}, {"title": "Women\u2019s Nataly Silk Top \u2013 Sleeveless Button-Down Shirt for Women", "asin": "B0CTJ4YLT2", "price": "$69.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops", "asin": "B096851CZR", "price": "$79.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green", "asin": "B0CTHZSNF6", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22 Only 8 left in stock - order soon."}, {"title": "Leaf Canopy Shirt-Maliblue", "asin": "B01LWP102L", "price": "$67.00", "delivery": "FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23"}, {"title": "Short Sleeve Silk Utility Shirt", "asin": "B0DWK7GQ5M", "price": "$74.99", "delivery": "FREE delivery Apr 24 - 28"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:15.122Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2843, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": 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21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:15.122Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silk\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)\", \"asin\": \"B0CL21H6WV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt\", \"asin\": \"B088MJZXP9\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz\", \"asin\": \"B0CX3D74WT\", \"price\": \"$22.97\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle\", \"asin\": \"B082QB23YG\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ\", \"asin\": \"B001459IEE\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White\", \"asin\": \"B08MZ99TBK\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)\", \"asin\": \"B0B6VV24K5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVS4BKW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DWK3KRNF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07W7SLW5L\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DWM87F7S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGDXP4X\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts\", \"asin\": \"B0C4HSH6TM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B07Z8Y4R89\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TTQR3F\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVTY3X9\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFYBDQ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B0B68KVC43\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TQ8QFR\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DGGDWNKQ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts\", \"asin\": \"B0CSJSFKP7\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07RDPHPGJ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery May 5 - 16 for Prime members\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black\", \"asin\": \"B0D9KQWK7V\", \"price\": \"$88.00\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0DH3VQRBP\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt\", \"asin\": \"B07C8924QZ\", \"price\": \"$52.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 4 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGCQQBX\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure\", \"asin\": \"B07X7GPBH1\", \"price\": \"$71.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies\", \"asin\": \"B07C4TJVXJ\", \"price\": \"$80.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs\", \"asin\": \"B010059TMY\", \"price\": \"$74.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFL8P4\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses\", \"asin\": \"B0C4YPY93Z\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer\", \"asin\": \"B07JH1P2DP\", \"price\": \"$60.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0BWYSMVPY\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's All Day Jacquard Short Sleeve Woven\", \"asin\": \"B0CN35KDS8\", \"price\": \"$52.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts\", \"asin\": \"B08JPHPVP1\", \"price\": \"$76.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Long Sleeve Women\\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts\", \"asin\": \"B0C339L6VZ\"},\n{\"title\": \"Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT\", \"asin\": \"B00GP2V75Y\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops\", \"asin\": \"B0C8J1CLCJ\", \"price\": \"$64.40\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:16.690Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:16.690Z
click
search
rule
2025-04-20T06:04:16.690Z
train
2,844
2025-04-20T06:04:16.690Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silk"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover", "asin": "B07JD9112M", "price": "$75.00", "quantity": ""}, {"title": "State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover", "asin": "B076P62J53", "price": "$180.00", "quantity": ""}, {"title": "QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned", "asin": "B07MH8Y699", "price": "$33.99", "quantity": ""}, {"title": "Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters", "asin": "B07598HDCK", "price": "$36.99", "quantity": ""}, {"title": "State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men", "asin": "B078NG76FG", "price": "$75.00", "quantity": ""}, {"title": "BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)", "asin": "B0CL21H6WV", "price": "$19.99", "quantity": ""}, {"title": "Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt", "asin": "B088MJZXP9", "price": "$33.71", "quantity": ""}, {"title": "Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz", "asin": "B0CX3D74WT", "price": "$22.97", "quantity": ""}, {"title": "NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle", "asin": "B082QB23YG", "price": "$5.29", "quantity": ""}, {"title": "Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ", "asin": "B001459IEE", "price": "$9.97", "quantity": ""}, {"title": "Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White", "asin": "B08MZ99TBK", "price": "$14.96", "quantity": ""}, {"title": "BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)", "asin": "B0B6VV24K5", "price": "$14.99", "quantity": ""}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": ""}], "search_results": [{"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVS4BKW", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DWK3KRNF", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07W7SLW5L", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DWM87F7S", "price": "$69.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGDXP4X", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts", "asin": "B0C4HSH6TM", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCYH58JL", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B07Z8Y4R89", "price": "$66.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TTQR3F", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVTY3X9", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFYBDQ", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B0B68KVC43", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TQ8QFR", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon."}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DGGDWNKQ", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts", "asin": "B0CSJSFKP7", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07RDPHPGJ", "price": "$66.99", "delivery": "FREE delivery May 5 - 16 for Prime members"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black", "asin": "B0D9KQWK7V", "price": "$88.00", "delivery": "FREE delivery Apr 29 - 30"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0DH3VQRBP", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt", "asin": "B07C8924QZ", "price": "$52.99", "delivery": "FREE delivery Tue, Apr 22 Only 4 left in stock - order soon."}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGCQQBX", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure", "asin": "B07X7GPBH1", "price": "$71.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies", "asin": "B07C4TJVXJ", "price": "$80.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs", "asin": "B010059TMY", "price": "$74.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFL8P4", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses", "asin": "B0C4YPY93Z", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer", "asin": "B07JH1P2DP", "price": "$60.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0BWYSMVPY", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's All Day Jacquard Short Sleeve Woven", "asin": "B0CN35KDS8", "price": "$52.19", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts", "asin": "B08JPHPVP1", "price": "$76.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Long Sleeve Women\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts", "asin": "B0C339L6VZ"}, {"title": "Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT", "asin": "B00GP2V75Y", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops", "asin": "B0C8J1CLCJ", "price": "$64.40", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts", "asin": "B094FSR1DN", "price": "$74.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Silk T-shirt V-Neck Tee", "asin": "B094FP46GT", "price": "$74.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.", "asin": "B07PF58JPS", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt", "asin": "B09VGNPK4D", "price": "$52.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Hocosa Organic Wool-Silk Sleeveless Undershirt for Women", "asin": "B00OEJV6SS", "price": "$66.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women", "asin": "B0CTGX317Y", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack", "asin": "B0CXT499RY", "price": "$53.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women", "asin": "B0DXD4QR2R", "price": "$59.00", "delivery": "FREE delivery May 9 - 19"}, {"title": "Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles", "asin": "B0C58PQFDX", "price": "$75.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal", "asin": "B0BZPPBFZ9", "price": "$73.60", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)", "asin": "B076HP86ND"}, {"title": "Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight", "asin": "B0D8BW3CW9", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Pop-Over Blouse with Covered Placket and Side Slits", "asin": "B07W15DZ3M", "price": "$53.40", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "mens Traditional", "asin": "B07G2SDLW7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan", "asin": "B0947V8DFX", "price": "$60.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt", "asin": "B0BPC15ZKP", "price": "$63.95", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)", "asin": "B076HLM1KL"}, {"title": "Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities", "asin": "B0D5J7WBLD", "price": "$70.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel", "asin": "B0CTN1Y1VS", "price": "$62.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.", "asin": "B07PHHF86R", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women's Alessandra Silk Tee", "asin": "B0CCYTBCP5", "price": "$86.76", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia", "asin": "B07B487TDY", "price": "$72.00", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24"}, {"title": "Women\u2019s Nataly Silk Top \u2013 Sleeveless Button-Down Shirt for Women", "asin": "B0CTJ4YLT2", "price": "$69.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops", "asin": "B096851CZR", "price": "$79.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green", "asin": "B0CTHZSNF6", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22 Only 8 left in stock - order soon."}, {"title": "Leaf Canopy Shirt-Maliblue", "asin": "B01LWP102L", "price": "$67.00", "delivery": "FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23"}, {"title": "Short Sleeve Silk Utility Shirt", "asin": "B0DWK7GQ5M", "price": "$74.99", "delivery": "FREE delivery Apr 24 - 28"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:16.690Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2844, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": 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21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:16.690Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt silk\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)\", \"asin\": \"B0CL21H6WV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt\", \"asin\": \"B088MJZXP9\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz\", \"asin\": \"B0CX3D74WT\", \"price\": \"$22.97\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle\", \"asin\": \"B082QB23YG\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ\", \"asin\": \"B001459IEE\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White\", \"asin\": \"B08MZ99TBK\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)\", \"asin\": \"B0B6VV24K5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVS4BKW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DWK3KRNF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07W7SLW5L\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DWM87F7S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGDXP4X\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts\", \"asin\": \"B0C4HSH6TM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B07Z8Y4R89\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TTQR3F\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVTY3X9\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFYBDQ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B0B68KVC43\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TQ8QFR\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DGGDWNKQ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts\", \"asin\": \"B0CSJSFKP7\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07RDPHPGJ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery May 5 - 16 for Prime members\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black\", \"asin\": \"B0D9KQWK7V\", \"price\": \"$88.00\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0DH3VQRBP\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt\", \"asin\": \"B07C8924QZ\", \"price\": \"$52.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 4 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGCQQBX\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure\", \"asin\": \"B07X7GPBH1\", \"price\": \"$71.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies\", \"asin\": \"B07C4TJVXJ\", \"price\": \"$80.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs\", \"asin\": \"B010059TMY\", \"price\": \"$74.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFL8P4\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses\", \"asin\": \"B0C4YPY93Z\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer\", \"asin\": \"B07JH1P2DP\", \"price\": \"$60.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0BWYSMVPY\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's All Day Jacquard Short Sleeve Woven\", \"asin\": \"B0CN35KDS8\", \"price\": \"$52.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts\", \"asin\": \"B08JPHPVP1\", \"price\": \"$76.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Long Sleeve Women\\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts\", \"asin\": \"B0C339L6VZ\"},\n{\"title\": \"Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT\", \"asin\": \"B00GP2V75Y\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops\", \"asin\": \"B0C8J1CLCJ\", \"price\": \"$64.40\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:17.880Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:17.880Z
input
shirt
rule
2025-04-20T06:04:17.880Z
train
2,845
2025-04-20T06:04:17.880Z
input
shirt
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt silk"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover", "asin": "B07JD9112M", "price": "$75.00", "quantity": ""}, {"title": "State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover", "asin": "B076P62J53", "price": "$180.00", "quantity": ""}, {"title": "QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned", "asin": "B07MH8Y699", "price": "$33.99", "quantity": ""}, {"title": "Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters", "asin": "B07598HDCK", "price": "$36.99", "quantity": ""}, {"title": "State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men", "asin": "B078NG76FG", "price": "$75.00", "quantity": ""}, {"title": "BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)", "asin": "B0CL21H6WV", "price": "$19.99", "quantity": ""}, {"title": "Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt", "asin": "B088MJZXP9", "price": "$33.71", "quantity": ""}, {"title": "Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz", "asin": "B0CX3D74WT", "price": "$22.97", "quantity": ""}, {"title": "NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle", "asin": "B082QB23YG", "price": "$5.29", "quantity": ""}, {"title": "Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ", "asin": "B001459IEE", "price": "$9.97", "quantity": ""}, {"title": "Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White", "asin": "B08MZ99TBK", "price": "$14.96", "quantity": ""}, {"title": "BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)", "asin": "B0B6VV24K5", "price": "$14.99", "quantity": ""}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": ""}], "search_results": [{"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVS4BKW", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DWK3KRNF", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07W7SLW5L", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DWM87F7S", "price": "$69.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGDXP4X", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts", "asin": "B0C4HSH6TM", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCYH58JL", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B07Z8Y4R89", "price": "$66.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TTQR3F", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVTY3X9", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFYBDQ", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B0B68KVC43", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TQ8QFR", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon."}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DGGDWNKQ", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts", "asin": "B0CSJSFKP7", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07RDPHPGJ", "price": "$66.99", "delivery": "FREE delivery May 5 - 16 for Prime members"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black", "asin": "B0D9KQWK7V", "price": "$88.00", "delivery": "FREE delivery Apr 29 - 30"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0DH3VQRBP", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt", "asin": "B07C8924QZ", "price": "$52.99", "delivery": "FREE delivery Tue, Apr 22 Only 4 left in stock - order soon."}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGCQQBX", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure", "asin": "B07X7GPBH1", "price": "$71.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies", "asin": "B07C4TJVXJ", "price": "$80.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs", "asin": "B010059TMY", "price": "$74.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFL8P4", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses", "asin": "B0C4YPY93Z", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer", "asin": "B07JH1P2DP", "price": "$60.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0BWYSMVPY", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's All Day Jacquard Short Sleeve Woven", "asin": "B0CN35KDS8", "price": "$52.19", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts", "asin": "B08JPHPVP1", "price": "$76.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Long Sleeve Women\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts", "asin": "B0C339L6VZ"}, {"title": "Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT", "asin": "B00GP2V75Y", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops", "asin": "B0C8J1CLCJ", "price": "$64.40", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts", "asin": "B094FSR1DN", "price": "$74.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Silk T-shirt V-Neck Tee", "asin": "B094FP46GT", "price": "$74.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.", "asin": "B07PF58JPS", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt", "asin": "B09VGNPK4D", "price": "$52.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Hocosa Organic Wool-Silk Sleeveless Undershirt for Women", "asin": "B00OEJV6SS", "price": "$66.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women", "asin": "B0CTGX317Y", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack", "asin": "B0CXT499RY", "price": "$53.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women", "asin": "B0DXD4QR2R", "price": "$59.00", "delivery": "FREE delivery May 9 - 19"}, {"title": "Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles", "asin": "B0C58PQFDX", "price": "$75.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal", "asin": "B0BZPPBFZ9", "price": "$73.60", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)", "asin": "B076HP86ND"}, {"title": "Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight", "asin": "B0D8BW3CW9", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Pop-Over Blouse with Covered Placket and Side Slits", "asin": "B07W15DZ3M", "price": "$53.40", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "mens Traditional", "asin": "B07G2SDLW7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan", "asin": "B0947V8DFX", "price": "$60.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt", "asin": "B0BPC15ZKP", "price": "$63.95", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)", "asin": "B076HLM1KL"}, {"title": "Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities", "asin": "B0D5J7WBLD", "price": "$70.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel", "asin": "B0CTN1Y1VS", "price": "$62.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.", "asin": "B07PHHF86R", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women's Alessandra Silk Tee", "asin": "B0CCYTBCP5", "price": "$86.76", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia", "asin": "B07B487TDY", "price": "$72.00", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24"}, {"title": "Women\u2019s Nataly Silk Top \u2013 Sleeveless Button-Down Shirt for Women", "asin": "B0CTJ4YLT2", "price": "$69.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops", "asin": "B096851CZR", "price": "$79.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green", "asin": "B0CTHZSNF6", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22 Only 8 left in stock - order soon."}, {"title": "Leaf Canopy Shirt-Maliblue", "asin": "B01LWP102L", "price": "$67.00", "delivery": "FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23"}, {"title": "Short Sleeve Silk Utility Shirt", "asin": "B0DWK7GQ5M", "price": "$74.99", "delivery": "FREE delivery Apr 24 - 28"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:17.880Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "index": 2845, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": 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21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:17.880Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)\", \"asin\": \"B0CL21H6WV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt\", \"asin\": \"B088MJZXP9\", \"price\": \"$33.71\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz\", \"asin\": \"B0CX3D74WT\", \"price\": \"$22.97\", \"quantity\": \"\"},\n{\"title\": \"NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle\", \"asin\": \"B082QB23YG\", \"price\": \"$5.29\", \"quantity\": \"\"},\n{\"title\": \"Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ\", \"asin\": \"B001459IEE\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White\", \"asin\": \"B08MZ99TBK\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)\", \"asin\": \"B0B6VV24K5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home\", \"asin\": \"B0C3LGC7ZG\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVS4BKW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DWK3KRNF\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07W7SLW5L\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DWM87F7S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGDXP4X\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts\", \"asin\": \"B0C4HSH6TM\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCYH58JL\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B07Z8Y4R89\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TTQR3F\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCVTY3X9\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0BTXZGLYB\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFYBDQ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B0B68KVC43\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts\", \"asin\": \"B082TQ8QFR\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts\", \"asin\": \"B0DGGDWNKQ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts\", \"asin\": \"B0CSJSFKP7\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07RDPHPGJ\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery May 5 - 16 for Prime members\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black\", \"asin\": \"B0D9KQWK7V\", \"price\": \"$88.00\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt\", \"asin\": \"B09VNSJ44S\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0DH3VQRBP\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt\", \"asin\": \"B07C8924QZ\", \"price\": \"$52.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 4 left in stock - order soon.\"},\n{\"title\": \"Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B0DGGCQQBX\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure\", \"asin\": \"B07X7GPBH1\", \"price\": \"$71.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies\", \"asin\": \"B07C4TJVXJ\", \"price\": \"$80.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs\", \"asin\": \"B010059TMY\", \"price\": \"$74.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts\", \"asin\": \"B07ZGFL8P4\", \"price\": \"$66.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses\", \"asin\": \"B0C4YPY93Z\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer\", \"asin\": \"B07JH1P2DP\", \"price\": \"$60.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt\", \"asin\": \"B0BWYSMVPY\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's All Day Jacquard Short Sleeve Woven\", \"asin\": \"B0CN35KDS8\", \"price\": \"$52.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts\", \"asin\": \"B08JPHPVP1\", \"price\": \"$76.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Silk Blouses for Women Long Sleeve Women\\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts\", \"asin\": \"B0C339L6VZ\"},\n{\"title\": \"Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT\", \"asin\": \"B00GP2V75Y\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops\", \"asin\": \"B0C8J1CLCJ\", \"price\": \"$64.40\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:18.206Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:18.206Z
click
search
rule
2025-04-20T06:04:18.206Z
train
2,846
2025-04-20T06:04:18.206Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover", "asin": "B07JD9112M", "price": "$75.00", "quantity": ""}, {"title": "State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover", "asin": "B076P62J53", "price": "$180.00", "quantity": ""}, {"title": "QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned", "asin": "B07MH8Y699", "price": "$33.99", "quantity": ""}, {"title": "Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters", "asin": "B07598HDCK", "price": "$36.99", "quantity": ""}, {"title": "State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men", "asin": "B078NG76FG", "price": "$75.00", "quantity": ""}, {"title": "BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)", "asin": "B0CL21H6WV", "price": "$19.99", "quantity": ""}, {"title": "Lands' End Men's Super-T Cotton-Blend Turtleneck Shirt", "asin": "B088MJZXP9", "price": "$33.71", "quantity": ""}, {"title": "Neutrogena Hydro Boost Skincare Set, Hydro Boost Fragrance Free Water Cream Face Moisturizer, 1.7 fl oz, & Trial Size Hydro Boost Fragrance Free Hydrating Gel Facial Cleanser, 0.5 fl oz", "asin": "B0CX3D74WT", "price": "$22.97", "quantity": ""}, {"title": "NIVEA Refreshing White Peach and Jasmine Body Wash with Nourishing Serum, Scented Body Wash for Women, Enriched with Provitamin B5 and Vitamin E, 20 Fl Oz Bottle", "asin": "B082QB23YG", "price": "$5.29", "quantity": ""}, {"title": "Aveeno Daily Moisturizing Body Lotion, Body Lotion for Dry Skin with Prebiotic Oat, Paraben Free, Fragrance Free, Non-Greasy, Non-Comedogenic Moisturizer, 18 FL OZ", "asin": "B001459IEE", "price": "$9.97", "quantity": ""}, {"title": "Sharpty Plastic Hangers Clothes Hangers for Clothing, Closet, Coats & Shirts - Durable, Thick, Tough & Space Saving - for Everyday Standard Use, Room Essentials & Basics - 20 Pack - White", "asin": "B08MZ99TBK", "price": "$14.96", "quantity": ""}, {"title": "BeHoomi 20 Packs Steam Eye Mask, Heated Eye Mask Warm Compress for Eyes, Disposable Self Heating Eye Mask for Sleep, Spa, Travel Essentials & Relaxation Gifts for Women, Stocking Stuffers (Lavender)", "asin": "B0B6VV24K5", "price": "$14.99", "quantity": ""}, {"title": "Geyoga 12 Pair House Slipper for Guest Non Slip Disposable Slipper for Travel Washable Reusable Closed Toe Hotel Bridesmaid Indoor Spa Wedding Party Shoeless Home", "asin": "B0C3LGC7ZG", "price": "$29.99", "quantity": ""}], "search_results": [{"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVS4BKW", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DWK3KRNF", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07W7SLW5L", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DWM87F7S", "price": "$69.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGDXP4X", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22 Only 2 left in stock - order soon."}, {"title": "Mens Mulberry Silk T Shirt/Casual Short Sleeve Crew Neck Silk TEE Shirts/Super Soft and Breathable Workout Shirts", "asin": "B0C4HSH6TM", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCYH58JL", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B07Z8Y4R89", "price": "$66.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TTQR3F", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Shirts Short Sleeve Button Down Casual Tropical Holiday Hawaiian Shirts", "asin": "B0DCVTY3X9", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Floral Shirts Silk and Linen Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0BTXZGLYB", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 3 left in stock - order soon."}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFYBDQ", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B0B68KVC43", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Botton Down Short Sleeve Shirts Tropical Casual Beach Shirt Camp Shirts", "asin": "B082TQ8QFR", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members Only 2 left in stock - order soon."}, {"title": "Men's Hawaiian Floral Shirts Silk Short Sleeve Button Down Casual Tropical Beach Holiday Shirts", "asin": "B0DGGDWNKQ", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Blend Button Down Short Sleeve Tropical Print Camp Shirts", "asin": "B0CSJSFKP7", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Silk Hawaiian Short Sleeve Button Down Shirt Casual Tropical Holiday Beach Shirts", "asin": "B07RDPHPGJ", "price": "$66.99", "delivery": "FREE delivery May 5 - 16 for Prime members"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Artisan Silk Blouse Sleeveless, Mulberry Silk Top, Silk Tank Top V Neck Onyx Black", "asin": "B0D9KQWK7V", "price": "$88.00", "delivery": "FREE delivery Apr 29 - 30"}, {"title": "Mens Luxury Brand Printed Silk Like Satin Button Down Dress Shirt for Party Prom Long Sleeve Slim Fit Floral Nightclub Shirt", "asin": "B09VNSJ44S", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0DH3VQRBP", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 22 Only 3 left in stock - order soon."}, {"title": "Collarless Shirt for Men, Irish Grandfather Cotton Linen Long Sleeve Button Down Banded Collar Dress Shirt", "asin": "B07C8924QZ", "price": "$52.99", "delivery": "FREE delivery Tue, Apr 22 Only 4 left in stock - order soon."}, {"title": "Men's Silk Hawaiian Floral Shirts Short Sleeve Button Down Casual Tropical Holiday Beach Shirts", "asin": "B0DGGCQQBX", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Short Sleeve 100 Pure Mulberry 22 Momme Ladies Silk Tops Button Slit Back Closure", "asin": "B07X7GPBH1", "price": "$71.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Short Sleeve Summer Cool Comfy Charmeuse Silk Tops for Ladies", "asin": "B07C4TJVXJ", "price": "$80.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Original Hawaiian Shirt | Tom Selleck Magnum | Made in Hawaii | Different Designs", "asin": "B010059TMY", "price": "$74.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Hawaiian Shirts Silk and Cotton Button Down Casual Tropical Holiday Beach Shirts", "asin": "B07ZGFL8P4", "price": "$66.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouse for Women Button Down Shirts: Women's Short Sleeve Elegant Shirt 100% Pure Silk Casual Tops Summer Luxury Blouses", "asin": "B0C4YPY93Z", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's 100% Silk Thermasilk Pointelle Scoop Shirt Baselayer", "asin": "B07JH1P2DP", "price": "$60.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men Gold Fashion Luxury Printed Satin Long Sleeve Button-Down Shirts Flashy Retro Gorgeous Design Party Gift Shirt", "asin": "B0BWYSMVPY", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's All Day Jacquard Short Sleeve Woven", "asin": "B0CN35KDS8", "price": "$52.19", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cotton Blend Blouse Long Sleeve Classic Button Down Shirt Soft Satin Lightweight Tops Office Shirts", "asin": "B08JPHPVP1", "price": "$76.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Silk Blouses for Women Long Sleeve Women\u2019s 100% Pure Silk Blouses Elegant Button Down Shirt Smooth Tops Cool Shirts", "asin": "B0C339L6VZ"}, {"title": "Women's 100% Pure Mulberry Silk Camisole with Adjustable Straps - Improved FIT", "asin": "B00GP2V75Y", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "3/4 Sleeve Silk Blouse for Women 100% Pure Silk Shirt Rib Sleeve Keyhole Back Elegant Silk Tops", "asin": "B0C8J1CLCJ", "price": "$64.40", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts", "asin": "B094FSR1DN", "price": "$74.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Women's Silk T-shirt V-Neck Tee", "asin": "B094FP46GT", "price": "$74.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.", "asin": "B07PF58JPS", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt", "asin": "B09VGNPK4D", "price": "$52.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Hocosa Organic Wool-Silk Sleeveless Undershirt for Women", "asin": "B00OEJV6SS", "price": "$66.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women", "asin": "B0CTGX317Y", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack", "asin": "B0CXT499RY", "price": "$53.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women", "asin": "B0DXD4QR2R", "price": "$59.00", "delivery": "FREE delivery May 9 - 19"}, {"title": "Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles", "asin": "B0C58PQFDX", "price": "$75.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal", "asin": "B0BZPPBFZ9", "price": "$73.60", "delivery": "FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)", "asin": "B076HP86ND"}, {"title": "Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight", "asin": "B0D8BW3CW9", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Pop-Over Blouse with Covered Placket and Side Slits", "asin": "B07W15DZ3M", "price": "$53.40", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "mens Traditional", "asin": "B07G2SDLW7", "price": "$69.99", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan", "asin": "B0947V8DFX", "price": "$60.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt", "asin": "B0BPC15ZKP", "price": "$63.95", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22"}, {"title": "Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)", "asin": "B076HLM1KL"}, {"title": "Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities", "asin": "B0D5J7WBLD", "price": "$70.00", "delivery": "FREE delivery Wed, Apr 23 for Prime members"}, {"title": "Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel", "asin": "B0CTN1Y1VS", "price": "$62.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.", "asin": "B07PHHF86R", "price": "$59.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Women's Alessandra Silk Tee", "asin": "B0CCYTBCP5", "price": "$86.76", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia", "asin": "B07B487TDY", "price": "$72.00", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24"}, {"title": "Women\u2019s Nataly Silk Top \u2013 Sleeveless Button-Down Shirt for Women", "asin": "B0CTJ4YLT2", "price": "$69.34", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops", "asin": "B096851CZR", "price": "$79.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green", "asin": "B0CTHZSNF6", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22 Only 8 left in stock - order soon."}, {"title": "Leaf Canopy Shirt-Maliblue", "asin": "B01LWP102L", "price": "$67.00", "delivery": "FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23"}, {"title": "Short Sleeve Silk Utility Shirt", "asin": "B0DWK7GQ5M", "price": "$74.99", "delivery": "FREE delivery Apr 24 - 28"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:18.206Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2846, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": 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21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Women's 100% Silk Casual T-Shirt Round Neck Tee Summer Tee: Loose Fit Casual Short Sleeve Tshirts\", \"asin\": \"B094FSR1DN\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Women's Silk T-shirt V-Neck Tee\", \"asin\": \"B094FP46GT\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk Men's Short Sleeve T-Shirt. Proudly Made in Italy.\", \"asin\": \"B07PF58JPS\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women Elegant Satin Button Down Short Sleeve Maxi Shirt Dress with Belt\", \"asin\": \"B09VGNPK4D\", \"price\": \"$52.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Hocosa Organic Wool-Silk Sleeveless Undershirt for Women\", \"asin\": \"B00OEJV6SS\", \"price\": \"$66.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk Cashmere Round Neck T-Shirt Stretchy Basic Tee Summer Tops for Women\", \"asin\": \"B0CTGX317Y\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking Crewneck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B0CXT499RY\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mulberry Silk Fabric 20 MMI Silk Pearl Satin Shoulder Short-Sleeved Cardigan Loose Shirt Versatile for Women\", \"asin\": \"B0DXD4QR2R\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery May 9 - 19\"},\n{\"title\": \"Women Silk Camisole Mulberry Silk Elegant V Neck Tank Tops Basic Satin Soft Summer Casual Sleeveless Cool Camisoles\", \"asin\": \"B0C58PQFDX\", \"price\": \"$75.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Silk Blouses for Women Short Sleeve Basic Silk Top for Spring Summer Work Causal\", \"asin\": \"B0BZPPBFZ9\", \"price\": \"$73.60\", \"delivery\": \"FREE delivery May 12 - 21 Or fastest delivery Apr 25 - 30\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Blue, S)\", \"asin\": \"B076HP86ND\"},\n{\"title\": \"Men's 100% Linen Short Sleeve Button-Down Guayabera Shirt, Four Pockets, Camp Collar, Pintuck Detail, Lightweight\", \"asin\": \"B0D8BW3CW9\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Pop-Over Blouse with Covered Placket and Side Slits\", \"asin\": \"B07W15DZ3M\", \"price\": \"$53.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"mens Traditional\", \"asin\": \"B07G2SDLW7\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Silk Tops for Women, Removable Pads, Stretchy, Seamless, Japan\", \"asin\": \"B0947V8DFX\", \"price\": \"$60.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens USA untuck Short Sleeve Silk-Like Western Cowboy Shirt\", \"asin\": \"B0BPC15ZKP\", \"price\": \"$63.95\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Men's Short Sleeve Mandarin Band Collar Casual Shirt (Black, XXXL)\", \"asin\": \"B076HLM1KL\"},\n{\"title\": \"Cormac Crew Neck Shirt SS Men's | Performance Tee for High-Output Activities\", \"asin\": \"B0D5J7WBLD\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Wed, Apr 23 for Prime members\"},\n{\"title\": \"Men's Fishing Shirts - Long Sleeve Sun Protection UPF 50+ UV Cooling Shirt with Zipper Pockets for Hiking Travel\", \"asin\": \"B0CTN1Y1VS\", \"price\": \"$62.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Luxury Wool Silk V-Neck Long Sleeve Top. Proudly Made in Italy.\", \"asin\": \"B07PHHF86R\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Women's Alessandra Silk Tee\", \"asin\": \"B0CCYTBCP5\", \"price\": \"$86.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Couple Matching Hawaiian Luau Party Outfit Set Shirt Dress in Black Rafelsia\", \"asin\": \"B07B487TDY\", \"price\": \"$72.00\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 24\"},\n{\"title\": \"Women\\u2019s Nataly Silk Top \\u2013 Sleeveless Button-Down Shirt for Women\", \"asin\": \"B0CTJ4YLT2\", \"price\": \"$69.34\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Silk T-Shirt Loose Fit Tee: Summer Casual Short Sleeve Round Neck Tshirts Beach Outfits Cute Tops\", \"asin\": \"B096851CZR\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"SUITMEISTER Men's Disco Costume Suit - Saturday Night Fever Outfit - Slim Fit - Including Blazer and Flare Pants - Green\", \"asin\": \"B0CTHZSNF6\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 8 left in stock - order soon.\"},\n{\"title\": \"Leaf Canopy Shirt-Maliblue\", \"asin\": \"B01LWP102L\", \"price\": \"$67.00\", \"delivery\": \"FREE delivery Apr 28 - 29 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Short Sleeve Silk Utility Shirt\", \"asin\": \"B0DWK7GQ5M\", \"price\": \"$74.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:18.206Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"BYLT\\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit\", \"asin\": \"B0D75PQD1Z\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top\", \"asin\": \"B0DK7816XG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0CPWQY8G3\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY\\nMen's Heavyweight T-Shirt 260g Cotton Sorona Moisture-Wicking Shirts Stretch Side Slit Tees for Men 1-Pack\", \"asin\": \"B0DDSZDM4Q\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"WYR Wear\\nMen\\u2019s Curve Crew \\u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee\", \"asin\": \"B08KSRDB21\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees\", \"asin\": \"B0DHD2YHXX\", \"price\": \"$28.04\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees\", \"asin\": \"B0DGV62DQF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07YTWD4Z6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp\\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ6D8SJ\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Hardaddy\\nMen's Color Block Pullover Crew Neck Short Sleeve Tee Shirts with Pocket\", \"asin\": \"B0DKXWFV6W\", \"price\": \"$12.74\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HR6BQS\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HT4T3D\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0BMTG1RKM\"}],\n\"search_results\": [{\"title\": \"Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks\", \"asin\": \"B0775ZBQ9H\", \"price\": \"$17.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops\", \"asin\": \"B0DSZY86NF\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Beach Summer Shirts Linen Texture Shirts Short Sleeve Casual Button Down Shirt\", \"asin\": \"B0DHG8JLWG\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Casual Button Down Short Sleeve Shirt Band Collar Shirts Textured Beach Summer Shirt\", \"asin\": \"B0CH3717D4\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Polo Shirts, Tactical Short Sleeve Golf Performance Shirts, Lightweight Dry Fit UPF 50+ Pique\", \"asin\": \"B0DJLL6LJM\", \"price\": \"$22.08\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B07JDFPQTC\", \"price\": \"$21.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2Q29\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B07XR2TTFQ\", \"price\": \"$16.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)\", \"asin\": \"B01BJCWT0Q\", \"price\": \"$19.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B0C9Z947HB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0056G80Z0\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TK5BZZ\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)\", \"asin\": \"B00HVVVMM6\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Button Down Shirt Short Sleeve Casual Shirts Beach Summer Linen Shirts Wedding Vacation Shirt\", \"asin\": \"B0DJ3335XJ\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Short Sleeve Button Down Shirts Regular Fit Hawaiian Summer Shirts\", \"asin\": \"B08Y5RXV68\", \"price\": \"$26.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Short Sleeve Dress Shirts Button Down Shirts Regular Fit Business Casual Shirt with Pocket\", \"asin\": \"B0DGQNZXLX\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Summer Beach Shirt Short Sleeve Button Down Shirt Vacation Wedding Shirt Linen Textured Shirts\", \"asin\": \"B0DHZYDX9J\", \"price\": \"$27.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JKW\", \"price\": \"$5.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B086L1PM8V\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Short Sleeve Shirts Button Down Textured Shirts Summer Beach Shirt with Pocket\", \"asin\": \"B0DHWT7NNB\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Wrinkle Free Short Sleeve Button Down Shirts Texture Linen Shirts Casual Vacation Beach Summer Tops\", \"asin\": \"B0CYZ5DF6B\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:24.104Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:24.104Z
click
filter
rule
2025-04-20T06:04:24.104Z
train
2,847
2025-04-20T06:04:24.104Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "BYLT\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit", "asin": "B0D75PQD1Z", "price": "$30.00", "quantity": ""}, {"title": "PJ PAUL JONES\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top", "asin": "B0DK7816XG", "price": "$29.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees", "asin": "B0CPWQY8G3", "price": "$29.99", "quantity": ""}, {"title": "DAVID ARCHY\nMen's Heavyweight T-Shirt 260g Cotton Sorona Moisture-Wicking Shirts Stretch Side Slit Tees for Men 1-Pack", "asin": "B0DDSZDM4Q", "price": "$24.99", "quantity": ""}, {"title": "WYR Wear\nMen\u2019s Curve Crew \u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee", "asin": "B08KSRDB21", "price": "$34.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees", "asin": "B0DHD2YHXX", "price": "$28.04", "quantity": ""}, {"title": "COOFANDY\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees", "asin": "B0DGV62DQF", "price": "$19.99", "quantity": ""}, {"title": "KLIEGOU\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL", "asin": "B07YTWD4Z6", "price": "$19.99", "quantity": ""}, {"title": "Pioneer Camp\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt", "asin": "B0BZJ6D8SJ", "price": "$16.69", "quantity": ""}, {"title": "Hardaddy\nMen's Color Block Pullover Crew Neck Short Sleeve Tee Shirts with Pocket", "asin": "B0DKXWFV6W", "price": "$12.74", "quantity": ""}], "ads": [{"title": "Go to detail page for \"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.", "asin": "B0C6HR6BQS"}, {"title": "Go to detail page for \"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.", "asin": "B0C6HT4T3D"}, {"title": "Go to detail page for \"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.", "asin": "B0BMTG1RKM"}], "search_results": [{"title": "Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks", "asin": "B0775ZBQ9H", "price": "$17.10", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops", "asin": "B0DSZY86NF", "price": "$36.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Beach Summer Shirts Linen Texture Shirts Short Sleeve Casual Button Down Shirt", "asin": "B0DHG8JLWG", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Casual Button Down Short Sleeve Shirt Band Collar Shirts Textured Beach Summer Shirt", "asin": "B0CH3717D4", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Polo Shirts, Tactical Short Sleeve Golf Performance Shirts, Lightweight Dry Fit UPF 50+ Pique", "asin": "B0DJLL6LJM", "price": "$22.08", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B086L57B7J", "price": "$16.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257YG8", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B07JDFPQTC", "price": "$21.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,", "asin": "B071WY2Q29", "price": "$17.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B07XR2TTFQ", "price": "$16.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)", "asin": "B01BJCWT0Q", "price": "$19.49", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D5ZH66", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt", "asin": "B0C9Z947HB", "price": "$26.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2ND1BC", "price": "$24.15", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)", "asin": "B0056G80Z0", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout", "asin": "B0B1TK5BZZ", "price": "$43.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)", "asin": "B00HVVVMM6", "price": "$14.25", "delivery": " Same-Day FREE delivery Today 5 PM - 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10 PM on $25 of qualifying items"}, {"title": "Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight", "asin": "B072HT4NFJ", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B09TPK7B1K", "price": "$12.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt", "asin": "B0CN134S9T", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free", "asin": "B0CM6R3TG5", "price": "$14.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack", "asin": "B07M8NXFWM", "price": "$11.52", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Millennium Falcon Detailed Drawing T-Shirt", "asin": "B0CJKJQYGG", "price": "$19.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0CL6TQPCP", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes", "asin": "B0BW8ZFMDJ", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack", "asin": "B00KBZPTUK", "price": "$27.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:24.104Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2847, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:24.104Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"BYLT\\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit\", \"asin\": \"B0D75PQD1Z\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top\", \"asin\": \"B0DK7816XG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees\", \"asin\": \"B0CPWQY8G3\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY\\nMen's Heavyweight T-Shirt 260g Cotton Sorona Moisture-Wicking Shirts Stretch Side Slit Tees for Men 1-Pack\", \"asin\": \"B0DDSZDM4Q\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"WYR Wear\\nMen\\u2019s Curve Crew \\u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee\", \"asin\": \"B08KSRDB21\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees\", \"asin\": \"B0DHD2YHXX\", \"price\": \"$28.04\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY\\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees\", \"asin\": \"B0DGV62DQF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07YTWD4Z6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp\\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ6D8SJ\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Hardaddy\\nMen's Color Block Pullover Crew Neck Short Sleeve Tee Shirts with Pocket\", \"asin\": \"B0DKXWFV6W\", \"price\": \"$12.74\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HR6BQS\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0C6HT4T3D\"},\n{\"title\": \"Go to detail page for \\\"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\\\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.\", \"asin\": \"B0BMTG1RKM\"}],\n\"search_results\": [{\"title\": \"Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks\", \"asin\": \"B0775ZBQ9H\", \"price\": \"$17.10\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops\", \"asin\": \"B0DSZY86NF\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Beach Summer Shirts Linen Texture Shirts Short Sleeve Casual Button Down Shirt\", \"asin\": \"B0DHG8JLWG\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Casual Button Down Short Sleeve Shirt Band Collar Shirts Textured Beach Summer Shirt\", \"asin\": \"B0CH3717D4\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Polo Shirts, Tactical Short Sleeve Golf Performance Shirts, Lightweight Dry Fit UPF 50+ Pique\", \"asin\": \"B0DJLL6LJM\", \"price\": \"$22.08\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B07JDFPQTC\", \"price\": \"$21.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2Q29\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B07XR2TTFQ\", \"price\": \"$16.10\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)\", \"asin\": \"B01BJCWT0Q\", \"price\": \"$19.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Button Down Shirts Short Sleeve Cotton Dress Shirt\", \"asin\": \"B0C9Z947HB\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B0056G80Z0\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TK5BZZ\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Lightweight Cotton Moisture-Wicking Tank Undershirts (6 Pack)\", \"asin\": \"B00HVVVMM6\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Button Down Shirt Short Sleeve Casual Shirts Beach Summer Linen Shirts Wedding Vacation Shirt\", \"asin\": \"B0DJ3335XJ\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Casual Short Sleeve Button Down Shirts Regular Fit Hawaiian Summer Shirts\", \"asin\": \"B08Y5RXV68\", \"price\": \"$26.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Short Sleeve Dress Shirts Button Down Shirts Regular Fit Business Casual Shirt with Pocket\", \"asin\": \"B0DGQNZXLX\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Summer Beach Shirt Short Sleeve Button Down Shirt Vacation Wedding Shirt Linen Textured Shirts\", \"asin\": \"B0DHZYDX9J\", \"price\": \"$27.98\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY3JKW\", \"price\": \"$5.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B086L1PM8V\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Short Sleeve Shirts Button Down Textured Shirts Summer Beach Shirt with Pocket\", \"asin\": \"B0DHWT7NNB\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Wrinkle Free Short Sleeve Button Down Shirts Texture Linen Shirts Casual Vacation Beach Summer Tops\", \"asin\": \"B0CYZ5DF6B\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:26.603Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:26.603Z
click
filter
rule
2025-04-20T06:04:26.603Z
train
2,848
2025-04-20T06:04:26.603Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "promotion_items": [{"title": "BYLT\nMens Drop-Cut Men's T Shirt, Plain Tshirts for Men, Drop Cut Basic Crewneck Tee, Wrinkle Resistant, Stretch Fit", "asin": "B0D75PQD1Z", "price": "$30.00", "quantity": ""}, {"title": "PJ PAUL JONES\nMens Tees Short Sleeve Crewneck Henley Shirts Knitted Textured Shirt Solid T-Shirts Summer Top", "asin": "B0DK7816XG", "price": "$29.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMen's T-Shirts Casual Knit Short Sleeve Crewneck Honeycomb Waffle Solid Knitted Pullover Tees", "asin": "B0CPWQY8G3", "price": "$29.99", "quantity": ""}, {"title": "DAVID ARCHY\nMen's Heavyweight T-Shirt 260g Cotton Sorona Moisture-Wicking Shirts Stretch Side Slit Tees for Men 1-Pack", "asin": "B0DDSZDM4Q", "price": "$24.99", "quantity": ""}, {"title": "WYR Wear\nMen\u2019s Curve Crew \u2013 Fitted Short Sleeve T-Shirt with Curved Hem, Egyptian Cotton Tee Shirts for Men, Short Sleeve Tee", "asin": "B08KSRDB21", "price": "$34.99", "quantity": ""}, {"title": "PJ PAUL JONES\nMens T-Shirts Knit Short Sleeve Crewneck Shirt Casual Textured Pullover Tees", "asin": "B0DHD2YHXX", "price": "$28.04", "quantity": ""}, {"title": "COOFANDY\nMen's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees", "asin": "B0DGV62DQF", "price": "$19.99", "quantity": ""}, {"title": "KLIEGOU\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL", "asin": "B07YTWD4Z6", "price": "$19.99", "quantity": ""}, {"title": "Pioneer Camp\nMens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt", "asin": "B0BZJ6D8SJ", "price": "$16.69", "quantity": ""}, {"title": "Hardaddy\nMen's Color Block Pullover Crew Neck Short Sleeve Tee Shirts with Pocket", "asin": "B0DKXWFV6W", "price": "$12.74", "quantity": ""}], "ads": [{"title": "Go to detail page for \"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.", "asin": "B0C6HR6BQS"}, {"title": "Go to detail page for \"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.", "asin": "B0C6HT4T3D"}, {"title": "Go to detail page for \"RODEM CLUB Men's Dress Shirt Slim Fit Long Sleeve Full Stretch Wrinkle-Resistant Business Casual Solid Button Down Shirts.\" Rated 4.4 out of 5 stars by 303 reviews. Eligible for Prime.", "asin": "B0BMTG1RKM"}], "search_results": [{"title": "Women's Classic-Fit Short-Sleeve V-Neck T-Shirt, Multipacks", "asin": "B0775ZBQ9H", "price": "$17.10", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops", "asin": "B0DSZY86NF", "price": "$36.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Beach Summer Shirts Linen Texture Shirts Short Sleeve Casual Button Down Shirt", "asin": "B0DHG8JLWG", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Casual Button Down Short Sleeve Shirt Band Collar Shirts Textured Beach Summer Shirt", "asin": "B0CH3717D4", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Polo Shirts, Tactical Short Sleeve Golf Performance Shirts, Lightweight Dry Fit UPF 50+ Pique", "asin": "B0DJLL6LJM", "price": "$22.08", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B086L57B7J", "price": "$16.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt", "asin": "B0BV257YG8", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B07JDFPQTC", "price": "$21.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,", "asin": "B071WY2Q29", "price": "$17.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts", "asin": "B09JFR8HTV", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Women's Slim-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B07XR2TTFQ", "price": "$16.10", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)", "asin": "B01BJCWT0Q", "price": "$19.49", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket", "asin": "B0C3D5ZH66", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 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10 PM on $25 of qualifying items"}, {"title": "1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts", "asin": "B0CSWGBR4L", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket", "asin": "B09XJ3PCX3", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Denim Button Down Shirt", "asin": "B000UZBWUM", "price": "$32.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B52VSNC", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07FN3WDF6", "price": "$46.04", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack", "asin": "B00WK0THTI", "price": "$11.43", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women", "asin": "B0CHN6S8JW", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket", "asin": "B0CQLQLWXL", "price": "$29.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)", "asin": "B078LC7GCX", "price": "$10.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket", "asin": "B0CNXJYHPJ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Short Sleeve X-Temp Performance Polo", "asin": "B0132MFE0I", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight", "asin": "B072HT4NFJ", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2", "asin": "B09TPK7B1K", "price": "$12.90", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt", "asin": "B0CN134S9T", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free", "asin": "B0CM6R3TG5", "price": "$14.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack", "asin": "B07M8NXFWM", "price": "$11.52", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Millennium Falcon Detailed Drawing T-Shirt", "asin": "B0CJKJQYGG", "price": "$19.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0CL6TQPCP", "price": "$33.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes", "asin": "B0BW8ZFMDJ", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack", "asin": "B00KBZPTUK", "price": "$27.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:26.603Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2848, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Short Sleeve Shirts Button Down Textured Shirts Summer Beach Shirt with Pocket\", \"asin\": \"B0DHWT7NNB\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Wrinkle Free Short Sleeve Button Down Shirts Texture Linen Shirts Casual Vacation Beach Summer Tops\", \"asin\": \"B0CYZ5DF6B\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612754Q\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3R52PP\", \"price\": \"$14.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTVZWSX\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B06W588HD6\", \"price\": \"$13.24\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Basic T Shirts Summer Tops 2025 Crop Short Sleeve Slim Fit Tee Cute Gym Workout Clothes\", \"asin\": \"B0CYC5GDYP\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B077ZH6ZRD\", \"price\": \"$17.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's HeatGear Compression Short-Sleeve T-Shirt\", \"asin\": \"B0874XS1TG\", \"price\": \"$19.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZKK9YB\", \"price\": \"$17.77\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Smocked Cuffed Striped Boyfriend Shirt Casual Collar Long Sleeve Oversized Button Down Blouse Tops with Pocket Shirred\", \"asin\": \"B0C43C1VCX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN87ZJV3\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B09XJ3PCX3\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZBWUM\", \"price\": \"$32.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B52VSNC\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07FN3WDF6\", \"price\": \"$46.04\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heavyweight Pocket T-Shirt, Beefy-T Full-Cut Cotton Pocket Tee for Men, Crewneck T-Shirt For Men, 1 or 2 Pack\", \"asin\": \"B00WK0THTI\", \"price\": \"$11.43\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Women's Essentials T-Shirt, Cotton Crewneck Tee, Classic Fit T-Shirt For Women\", \"asin\": \"B0CHN6S8JW\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078LC7GCX\", \"price\": \"$10.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXJYHPJ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Short Sleeve X-Temp Performance Polo\", \"asin\": \"B0132MFE0I\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Sun Protection Shirts UV SPF UPF 50+ Long Sleeve Rash Guard Fishing Running Quick Dry Lightweight\", \"asin\": \"B072HT4NFJ\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Regular-Fit Short-Sleeve Crewneck T-Shirt, Pack of 2\", \"asin\": \"B09TPK7B1K\", \"price\": \"$12.90\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dress Shirts 4-Way Stretch Long Sleeve Collared Casual Solid Wedding Dating Button Down Shirt\", \"asin\": \"B0CN134S9T\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Button Down Shirts Summer Beach Shirt Wrinkle Free\", \"asin\": \"B0CM6R3TG5\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Heavyweight Short Sleeve Tee, Style G1717/G1745. Multipack\", \"asin\": \"B07M8NXFWM\", \"price\": \"$11.52\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Millennium Falcon Detailed Drawing T-Shirt\", \"asin\": \"B0CJKJQYGG\", \"price\": \"$19.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6TQPCP\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Womens Long Sleeve Shirts Basic Tees Crop Tops Going Out Spring 2025 Workout Outfits Y2k Clothes\", \"asin\": \"B0BW8ZFMDJ\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Essentials Long Sleeve T-Shirt Pack, Crewneck Cotton Tees, 4-Pack\", \"asin\": \"B00KBZPTUK\", \"price\": \"$27.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:26.603Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Cashmeren Men's Essential Knit Turtleneck Sweater 100% Merino Wool Long Sleeve Roll Neck Pullover\", \"asin\": \"B07JD9112M\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"Kallspin Men's Turtleneck Sweaters Wool Blend Mid-Weight Highneck Pullover Sweaters\", \"asin\": \"B07598HDCK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"QZH.DUAO Men's Casual Slim Fit Turtleneck Pullover Sweaters Tops with Twist Patterned\", \"asin\": \"B07MH8Y699\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"State Cashmere Men's Half Zip Mock Neck Sweater 100% Pure Cashmere Polo Neck Pullover\", \"asin\": \"B076P62J53\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"State Fusio Turtleneck Merino Wool Sweater - Long Sleeve Pullover for Men\", \"asin\": \"B078NG76FG\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"BULLIANT Men's Belt,Reversible Belt Adjustable For Gift Men 1.25\\u201d-Cut For Fit-2 Sides in 1 Belt(Not 2)\", \"asin\": \"B0CL21H6WV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens Ribbed Slim Fit Knitted Pullover Casual Turtleneck Sweater\", \"asin\": \"B07678PXVH\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES Mens Quarter Zip Pullover Sweaters Casual Slim Fit Knit Texture Sweater\", \"asin\": \"B0D8Q9TYRJ\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Mens Knit Polo Sweater Long Sleeve Polos Lightweight Casual Dress Pullover Sweaters\", \"asin\": \"/promo/AFLMTAZGPU50I\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Dokotoo Men Men's Crewneck Sweatshirts Soild Color Geometric Texture Long Sleeve Casual Pullover Shirt\", \"asin\": \"B0CP7FX758\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ait fish Men's 100% Cotton Knitted Socks Dress and Casual & Mens All-season Crew Socks Pack of 5\", \"asin\": \"/promo/A3ST5LKW4BLEV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Pajama Pants Cotton Comfy Lounge Pants, Lightweight Pajama Bottoms with Pockets Sleepwear PJ Pants, 2 Pack\", \"asin\": \"B09VC64PTW\", \"price\": \"$44.09\", \"quantity\": \"\"},\n{\"title\": \"Tommy Hilfiger Men's Long Sleeve Fleece Quarter Zip Pullover Sweatshirt\", \"asin\": \"B07SSCLM2D\", \"price\": \"$52.76\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\", \"asin\": \"B0CPRDLC5D\"},\n{\"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\", \"asin\": \"B09KP22RBH\"}],\n\"search_results\": [{\"title\": \"5 Pack Men's Big and Tall Shirts Casual V Neck Short Sleeve Tees Summer Cotton Basic T Shirts Multipack\", \"asin\": \"B0DSFGJCY8\", \"price\": \"$51.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack\", \"asin\": \"B07G847B13\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n{\"title\": \"Men's Silk Button Down Shirts Short Sleeve Casual Tropical Holiday Hawaiian Shirts\", \"asin\": \"B0DCY7PSDQ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Unisex Adult Ultra Cotton Long Sleeve T-Shirt, Style G2400, Multipack\", \"asin\": \"B096W58VVV\", \"price\": \"$53.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"4 Pack T Shirts Casual Hipster Hip Hop Longline Crewneck Tee Shirts 2X-Large\", \"asin\": \"B0DBHHDW35\"},\n{\"title\": \"24 Pack Mens Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B0D97TS19T\", \"price\": \"$105.00\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack\", \"asin\": \"B001AEN192\", \"price\": \"$69.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WWYJDS9\", \"price\": \"$84.48\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"36 Pack Men's Cotton Short Sleeve T-Shirts Lightweight Bulk Crew Tees in Mixed Bright Colors\", \"asin\": \"B08WZBRCTD\", \"price\": \"$154.08\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees\", \"asin\": \"B0B46WYTR2\", \"price\": \"$59.64\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-Shirts - Size 7X - Plus Size Men's Solid Colors Cotton T-Shirts Short Sleeve Lightweight Big Tall Tees, Bulk\", \"asin\": \"B095QXX4FS\", \"price\": \"$95.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts\", \"asin\": \"B0B49SYZCX\", \"price\": \"$66.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"6 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Black Colors Bulk Pack (5X-Large)\", \"asin\": \"B08YCCQ4Y2\", \"price\": \"$59.04\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D66JFMC4\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2DWWR7\", \"price\": \"$54.51\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B002AFQP98\", \"price\": \"$48.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Core Long Sleeve Golf Polo Shirt\", \"asin\": \"B0C7KH3C48\", \"price\": \"$49.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button One Open Pocket Solid Basic\", \"asin\": \"B005DIHZO8\", \"price\": \"$53.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Non Iron Stretch Solid Dress Shirt\", \"asin\": \"B07F2NY4NC\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Short-Sleeve Shirt\", \"asin\": \"B07KBQQ44K\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch Slim Fit\", \"asin\": \"B0DMB1V8XY\", \"price\": \"$53.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Soft Cotton Pima Jersey Polo Shirt\", \"asin\": \"B0DQTGPS7V\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47MJ6KL\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Venttek Classic Fit Shirt\", \"asin\": \"B08PDMVJDH\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:30.575Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:30.575Z
click
filter
rule
2025-04-20T06:04:30.575Z
train
2,849
2025-04-20T06:04:30.575Z
click
filter
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 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10 PM"}, {"title": "5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts", "asin": "B09MHS6C6Z", "price": "$63.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Unisex Adult Ultra Cotton Long Sleeve T-Shirt, Style G2400, Multipack", "asin": "B096W58VVV", "price": "$53.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B0BGP9NVNX", "price": "$47.01", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "4 Pack T Shirts Casual Hipster Hip Hop Longline Crewneck Tee Shirts 2X-Large", "asin": "B0DBHHDW35"}, {"title": "24 Pack Mens Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B0D97TS19T", "price": "$105.00", "delivery": "FREE delivery Tue, Apr 29"}, {"title": "Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack", "asin": "B001AEN192", "price": "$69.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees", "asin": "B08WWYJDS9", "price": "$84.48", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "Basic Crew T-Shirt Pack", "asin": "B09DFK91TX", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B09ZKL6KJT", "price": "$52.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve", "asin": "B0CQS14WL4", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47ZBD3T", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "36 Pack Men's Cotton Short Sleeve T-Shirts Lightweight Bulk Crew Tees in Mixed Bright Colors", "asin": "B08WZBRCTD", "price": "$154.08", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees", "asin": "B0B46WYTR2", "price": "$59.64", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "T-Shirts - Size 7X - Plus Size Men's Solid Colors Cotton T-Shirts Short Sleeve Lightweight Big Tall Tees, Bulk", "asin": "B095QXX4FS", "price": "$95.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirts Silk Short Sleeve Printed Beach Shirt Relaxed Fit Summer Tropical Shirts", "asin": "B0B49SYZCX", "price": "$66.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZV43PC", "price": "$75.15", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828N4KCP", "price": "$48.01", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Slim Fit Stretch Crew Tee", "asin": "B0B47X7FBM", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0CS2C722L", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "6 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Black Colors Bulk Pack (5X-Large)", "asin": "B08YCCQ4Y2", "price": "$59.04", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D66JFMC4", "price": "$56.00", "delivery": "FREE delivery Tue, Apr 29"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWZYVP2", "price": "$47.70", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Classic Fit Jersey Short Sleeve Tee", "asin": "B0CWPKN589", "price": "$55.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt", "asin": "B07KBPFH9L", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Dri-FIT Short Sleeve Polo Shirt", "asin": "B07GP5VB7G", "price": "$49.47", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors", "asin": "B0DK2DWWR7", "price": "$54.51", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Solid Twill Classic Fit Shirt", "asin": "B005A119IG", "price": "$62.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's PFG Bahama II Short Sleeve Shirt", "asin": "B0CLQLP9Y6", "price": "$38.40", "delivery": "FREE delivery Apr 27 - May 1 for Prime members"}, {"title": "Men's Solid Deck Shirt", "asin": "B07HR8C48D", "price": "$51.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Classic Fit Mesh Polo Shirt", "asin": "B07NF9PMZV", "price": "$106.23", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Force Relaxed Fit Lightweight Long Sleeve Shirt", "asin": "B09WZ4YTPY", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood", "asin": "B0C6WJW6LY", "price": "$50.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Paris Polo Shirt", "asin": "B071R3JHFL", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit", "asin": "B002AFQP98", "price": "$48.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Retro Two Pocket Long Sleeve Snap Shirt", "asin": "B07V2JNK8M", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B0DFHGBN6B", "price": "$62.04", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BQZ7NWCF", "price": "$75.60", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Tide Point Solid Short Sleeve Shirt, Button Down for Men", "asin": "B0BSYHR6HT", "price": "$61.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large", "asin": "B00LB811EE", "price": "$95.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets", "asin": "B0CJJWR1P3", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ultimate365 Textured Polo Shirt", "asin": "B0C7KHDJPB", "price": "$49.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeved Ribbed Collar Shirt", "asin": "B000SEBML4", "price": "$49.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Cotton Oxford Shirt", "asin": "B0C117HQ4W", "price": "$101.20", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirt Comfort Stretch French Cuff Regular Fit", "asin": "B0DMC5JG72", "price": "$53.70", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors", "asin": "B0DLX1NVW6", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Down Oxford Shirt in Regular Fit", "asin": "B078YDH3HC", "price": "$53.37", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Heritage Western Shirt", "asin": "B0D8NY62F1", "price": "$48.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Core Long Sleeve Golf Polo Shirt", "asin": "B0C7KH3C48", "price": "$49.19", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Fit Long Sleeve Button One Open Pocket Solid Basic", "asin": "B005DIHZO8", "price": "$53.76", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Slim Fit Non Iron Stretch Solid Dress Shirt", "asin": "B07F2NY4NC", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Rugged Flex Relaxed Fit Midweight Canvas Short-Sleeve Shirt", "asin": "B07KBQQ44K", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dress Shirt Comfort Stretch Slim Fit", "asin": "B0DMB1V8XY", "price": "$53.70", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ultra Soft Cotton Pima Jersey Polo Shirt", "asin": "B0DQTGPS7V", "price": "$57.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47MJ6KL", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Venttek Classic Fit Shirt", "asin": "B08PDMVJDH", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:30.575Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>", "index": 2849, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": 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10 PM\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B002AFQP98\", \"price\": \"$48.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Core Long Sleeve Golf Polo Shirt\", \"asin\": \"B0C7KH3C48\", \"price\": \"$49.19\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Long Sleeve Button One Open Pocket Solid Basic\", \"asin\": \"B005DIHZO8\", \"price\": \"$53.76\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Non Iron Stretch Solid Dress Shirt\", \"asin\": \"B07F2NY4NC\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Short-Sleeve Shirt\", \"asin\": \"B07KBQQ44K\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch Slim Fit\", \"asin\": \"B0DMB1V8XY\", \"price\": \"$53.70\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Soft Cotton Pima Jersey Polo Shirt\", \"asin\": \"B0DQTGPS7V\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47MJ6KL\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Venttek Classic Fit Shirt\", \"asin\": \"B08PDMVJDH\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:30.575Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\", \"asin\": \"B0CPRDLC5D\"},\n{\"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\", \"asin\": \"B09KP22RBH\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n{\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n{\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:43.706Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:43.706Z
input
shirt
rule
2025-04-20T06:04:43.706Z
train
2,850
2025-04-20T06:04:43.706Z
input
shirt
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", 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10 PM"}, {"title": "Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts", "asin": "B0BLBYTH6M", "price": "$54.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Daily Comfort Deep V-Neck M 2 Pieces", "asin": "B0BCVD5PBQ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828N4KCP", "price": "$48.01", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWZYVP2", "price": "$47.70", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0CS2C722L", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Fit Jersey Short Sleeve Tee", "asin": "B0CWPKN589", "price": "$55.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt", "asin": "B07KBPFH9L", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B07S45H6NQ", "price": "$51.06", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Dri-FIT Short Sleeve Polo Shirt", "asin": "B07GP5VB7G", "price": "$49.47", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ultra Dry Raglan Sleeve Polo Sport Short", "asin": "B081BNRPPD", "price": "$57.46", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Twill Classic Fit Shirt", "asin": "B005A119IG", "price": "$62.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors", "asin": "B0DK2F5VFW", "price": "$50.28", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Classic Fit Mesh Polo Shirt", "asin": "B07NF9PMZV", "price": "$106.23", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's PFG Bahama II Short Sleeve Shirt", "asin": "B0CLQLP9Y6", "price": "$38.40", "delivery": "FREE delivery Apr 27 - May 1 for Prime members"}, {"title": "Men's Force Relaxed Fit Lightweight Long Sleeve Shirt", "asin": "B09WZ4YTPY", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood", "asin": "B0C6WJW6LY", "price": "$50.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Deck Shirt", "asin": "B07HR8C48D", "price": "$51.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large", "asin": "B00LB811EE", "price": "$95.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Short Sleeve Paris Polo Shirt", "asin": "B071R3JHFL", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Retro Two Pocket Long Sleeve Snap Shirt", "asin": "B07V2JNK8M", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets", "asin": "B0CJJWR1P3", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B0DFHGBN6B", "price": "$62.04", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BQZ7NWCF", "price": "$75.60", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Harbor Heavyweight Flannel Shirt", "asin": "B08P3XSQDS", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Vintage Whale Pocket T-Shirt", "asin": "B093CM3WGM", "price": "$49.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Short Sleeved Ribbed Collar Shirt", "asin": "B000SEBML4", "price": "$49.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Tide Point Solid Short Sleeve Shirt, Button Down for Men", "asin": "B0BSYHR6HT", "price": "$61.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Ultimate365 Textured Polo Shirt", "asin": "B0C7KHDJPB", "price": "$49.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Cotton Oxford Shirt", "asin": "B0C117HQ4W", "price": "$101.20", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heritage Western Shirt", "asin": "B0D8NY62F1", "price": "$48.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BG0", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit", "asin": "B07NFST97P", "price": "$59.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors", "asin": "B0DLX1NVW6", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Down Oxford Shirt in Regular Fit", "asin": "B078YDH3HC", "price": "$53.37", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirt Comfort Stretch French Cuff Regular Fit", "asin": "B0DMC5JG72", "price": "$53.70", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "Men's Ultimate365 Sport Collar Polo Shirt", "asin": "B0D64H55JG", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:43.706Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "index": 2850, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\", \"asin\": \"B0CPRDLC5D\"},\n{\"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\", \"asin\": \"B09KP22RBH\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n{\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n{\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:43.706Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": 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10 PM\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n{\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:43.802Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:43.802Z
click
suggested_term
rule
2025-04-20T06:04:43.802Z
train
2,851
2025-04-20T06:04:43.802Z
click
suggested_term
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "ads": [{"title": "Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)", "asin": "B0CPRDLC5D"}, {"title": "Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L", "asin": "B09KP22RBH"}], "search_results": [{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT2NQ7F", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack", "asin": "B0DNVHCKNB", "price": "$109.99", "delivery": "FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28"}, {"title": "7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DSDQRYD4", "price": "$70.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt", "asin": "B0C31QV82L", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "White Flag T-Shirt 6 Pack \u2013 Soft Fitted Crew Neck Tee for Men & Women \u2013 Premium Cotton Short Sleeve", "asin": "B0DW2HRTF3", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZB2RRV", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\u2019s T- Cotton Poly", "asin": "B0BTZBJYYN", "price": "$76.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts", "asin": "B09MHS6C6Z", "price": "$63.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B0BGP9NVNX", "price": "$47.01", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTYT4DF", "price": "$54.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees", "asin": "B0DZ5GWYP1", "price": "$59.99", "delivery": "$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30"}, {"title": "Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C321971H", "price": "$59.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts", "asin": "B09TK8VPL6", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos", "asin": "B0CS14F1RJ", "price": "$49.99", "delivery": "FREE delivery May 2 - 7 for Prime members"}, {"title": "Basic Crew T-Shirt Pack", "asin": "B09DFK91TX", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B09ZKL6KJT", "price": "$52.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve", "asin": "B0CQS14WL4", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZV43PC", "price": "$75.15", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BSI", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07MLDSCJM", "price": "$202.32", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "4 Pack - Mens Short Sleeve Button Down Shirts \u2013 Wrinkle Free, Muscle Fit, Stylish Casual", "asin": "B0DBJ16QL5", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's The Zinna 2.0 Polo", "asin": "B0DG9PY7KH", "price": "$82.75", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47ZBD3T", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt", "asin": "B0DRMK1B3P", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Slim Fit Stretch Crew Tee", "asin": "B0B47X7FBM", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47SCW45", "price": "$47.02", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts", "asin": "B0BLBYTH6M", "price": "$54.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Daily Comfort Deep V-Neck M 2 Pieces", "asin": "B0BCVD5PBQ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828N4KCP", "price": "$48.01", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWZYVP2", "price": "$47.70", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0CS2C722L", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Fit Jersey Short Sleeve Tee", "asin": "B0CWPKN589", "price": "$55.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt", "asin": "B07KBPFH9L", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B07S45H6NQ", "price": "$51.06", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Dri-FIT Short Sleeve Polo Shirt", "asin": "B07GP5VB7G", "price": "$49.47", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ultra Dry Raglan Sleeve Polo Sport Short", "asin": "B081BNRPPD", "price": "$57.46", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Twill Classic Fit Shirt", "asin": "B005A119IG", "price": "$62.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors", "asin": "B0DK2F5VFW", "price": "$50.28", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Classic Fit Mesh Polo Shirt", "asin": "B07NF9PMZV", "price": "$106.23", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's PFG Bahama II Short Sleeve Shirt", "asin": "B0CLQLP9Y6", "price": "$38.40", "delivery": "FREE delivery Apr 27 - May 1 for Prime members"}, {"title": "Men's Force Relaxed Fit Lightweight Long Sleeve Shirt", "asin": "B09WZ4YTPY", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood", "asin": "B0C6WJW6LY", "price": "$50.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Deck Shirt", "asin": "B07HR8C48D", "price": "$51.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large", "asin": "B00LB811EE", "price": "$95.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Short Sleeve Paris Polo Shirt", "asin": "B071R3JHFL", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Retro Two Pocket Long Sleeve Snap Shirt", "asin": "B07V2JNK8M", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets", "asin": "B0CJJWR1P3", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B0DFHGBN6B", "price": "$62.04", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BQZ7NWCF", "price": "$75.60", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Harbor Heavyweight Flannel Shirt", "asin": "B08P3XSQDS", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Vintage Whale Pocket T-Shirt", "asin": "B093CM3WGM", "price": "$49.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Short Sleeved Ribbed Collar Shirt", "asin": "B000SEBML4", "price": "$49.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Tide Point Solid Short Sleeve Shirt, Button Down for Men", "asin": "B0BSYHR6HT", "price": "$61.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Ultimate365 Textured Polo Shirt", "asin": "B0C7KHDJPB", "price": "$49.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Cotton Oxford Shirt", "asin": "B0C117HQ4W", "price": "$101.20", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heritage Western Shirt", "asin": "B0D8NY62F1", "price": "$48.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BG0", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit", "asin": "B07NFST97P", "price": "$59.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors", "asin": "B0DLX1NVW6", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Down Oxford Shirt in Regular Fit", "asin": "B078YDH3HC", "price": "$53.37", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirt Comfort Stretch French Cuff Regular Fit", "asin": "B0DMC5JG72", "price": "$53.70", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "Men's Ultimate365 Sport Collar Polo Shirt", "asin": "B0D64H55JG", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:43.802Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>", "index": 2851, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": 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Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n{\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:43.802Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\", \"asin\": \"B0CPRDLC5D\"},\n{\"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\", \"asin\": \"B09KP22RBH\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n{\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n{\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:49.593Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:49.593Z
input
shirt for men
rule
2025-04-20T06:04:49.593Z
train
2,852
2025-04-20T06:04:49.593Z
input
shirt for men
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "ads": [{"title": "Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)", "asin": "B0CPRDLC5D"}, {"title": "Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L", "asin": "B09KP22RBH"}], "search_results": [{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT2NQ7F", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack", "asin": "B0DNVHCKNB", "price": "$109.99", "delivery": "FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28"}, {"title": "7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DSDQRYD4", "price": "$70.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt", "asin": "B0C31QV82L", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "White Flag T-Shirt 6 Pack \u2013 Soft Fitted Crew Neck Tee for Men & Women \u2013 Premium Cotton Short Sleeve", "asin": "B0DW2HRTF3", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZB2RRV", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\u2019s T- Cotton Poly", "asin": "B0BTZBJYYN", "price": "$76.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts", "asin": "B09MHS6C6Z", "price": "$63.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B0BGP9NVNX", "price": "$47.01", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTYT4DF", "price": "$54.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees", "asin": "B0DZ5GWYP1", "price": "$59.99", "delivery": "$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30"}, {"title": "Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C321971H", "price": "$59.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts", "asin": "B09TK8VPL6", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos", "asin": "B0CS14F1RJ", "price": "$49.99", "delivery": "FREE delivery May 2 - 7 for Prime members"}, {"title": "Basic Crew T-Shirt Pack", "asin": "B09DFK91TX", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B09ZKL6KJT", "price": "$52.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve", "asin": "B0CQS14WL4", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZV43PC", "price": "$75.15", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BSI", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07MLDSCJM", "price": "$202.32", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "4 Pack - Mens Short Sleeve Button Down Shirts \u2013 Wrinkle Free, Muscle Fit, Stylish Casual", "asin": "B0DBJ16QL5", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's The Zinna 2.0 Polo", "asin": "B0DG9PY7KH", "price": "$82.75", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47ZBD3T", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt", "asin": "B0DRMK1B3P", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Slim Fit Stretch Crew Tee", "asin": "B0B47X7FBM", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47SCW45", "price": "$47.02", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts", "asin": "B0BLBYTH6M", "price": "$54.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Daily Comfort Deep V-Neck M 2 Pieces", "asin": "B0BCVD5PBQ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828N4KCP", "price": "$48.01", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWZYVP2", "price": "$47.70", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0CS2C722L", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Fit Jersey Short Sleeve Tee", "asin": "B0CWPKN589", "price": "$55.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt", "asin": "B07KBPFH9L", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B07S45H6NQ", "price": "$51.06", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Dri-FIT Short Sleeve Polo Shirt", "asin": "B07GP5VB7G", "price": "$49.47", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ultra Dry Raglan Sleeve Polo Sport Short", "asin": "B081BNRPPD", "price": "$57.46", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Twill Classic Fit Shirt", "asin": "B005A119IG", "price": "$62.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors", "asin": "B0DK2F5VFW", "price": "$50.28", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Classic Fit Mesh Polo Shirt", "asin": "B07NF9PMZV", "price": "$106.23", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's PFG Bahama II Short Sleeve Shirt", "asin": "B0CLQLP9Y6", "price": "$38.40", "delivery": "FREE delivery Apr 27 - May 1 for Prime members"}, {"title": "Men's Force Relaxed Fit Lightweight Long Sleeve Shirt", "asin": "B09WZ4YTPY", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood", "asin": "B0C6WJW6LY", "price": "$50.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Deck Shirt", "asin": "B07HR8C48D", "price": "$51.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large", "asin": "B00LB811EE", "price": "$95.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Short Sleeve Paris Polo Shirt", "asin": "B071R3JHFL", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Retro Two Pocket Long Sleeve Snap Shirt", "asin": "B07V2JNK8M", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets", "asin": "B0CJJWR1P3", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B0DFHGBN6B", "price": "$62.04", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BQZ7NWCF", "price": "$75.60", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Harbor Heavyweight Flannel Shirt", "asin": "B08P3XSQDS", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Vintage Whale Pocket T-Shirt", "asin": "B093CM3WGM", "price": "$49.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Short Sleeved Ribbed Collar Shirt", "asin": "B000SEBML4", "price": "$49.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Tide Point Solid Short Sleeve Shirt, Button Down for Men", "asin": "B0BSYHR6HT", "price": "$61.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Ultimate365 Textured Polo Shirt", "asin": "B0C7KHDJPB", "price": "$49.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Cotton Oxford Shirt", "asin": "B0C117HQ4W", "price": "$101.20", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heritage Western Shirt", "asin": "B0D8NY62F1", "price": "$48.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BG0", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit", "asin": "B07NFST97P", "price": "$59.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors", "asin": "B0DLX1NVW6", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Down Oxford Shirt in Regular Fit", "asin": "B078YDH3HC", "price": "$53.37", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirt Comfort Stretch French Cuff Regular Fit", "asin": "B0DMC5JG72", "price": "$53.70", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "Men's Ultimate365 Sport Collar Polo Shirt", "asin": "B0D64H55JG", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:49.593Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt for men</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>shirt for men</answer_argument>", "index": 2852, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\", \"asin\": \"B0CPRDLC5D\"},\n{\"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\", \"asin\": \"B09KP22RBH\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n{\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n{\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:49.593Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": 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\"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": 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\"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b 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\"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", 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Eligible for Prime.\", \"asin\": \"B07PSMD1M1\"}],\n\"search_results\": [{\"title\": \"with the milk fathers day T-Shirt\", \"asin\": \"B0DP5DP3BM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Knit Polo Shirts Short Sleeve Vintage Stretch Polo T Shirts Casual Summer Golf Shirts\", \"asin\": \"B0DNHX1M31\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck Hipster T Shirt - Casual Stylish Fitted Print Tees for Men\", \"asin\": \"B0CZ98FXL4\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fashion Loose Fit Crewneck Stripe T-Shirt\", \"asin\": \"B0D5V1S1H7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men Oversized T Shirts Vintage Tee Loose Fit Short Sleeve Casual Streetwear Baggy Washed Unisex Tops\", \"asin\": \"B0CZKQQ17F\", \"price\": \"$30.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZJXCTS\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PKQGQV\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Long Sleeve Shirt for Men, Regular-Fit Henley, Available in Big & Tall\", \"asin\": \"B07BJKZGLD\", \"price\": \"$16.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Polo Shirts Short Sleeve Casual Knit Polo Shirt Vintage Golf T Shirts Old Money Tops\", \"asin\": \"B0DJS4SGKB\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"delivery\": \"FREE delivery May 30 - Jun 9 for Prime members\"},\n{\"title\": \"5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2PPVXM\", \"price\": \"$21.48\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TRDM6H\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Casual Polo Shirt Short Sleeve Mercerized Cotton Blend Breathable Stretch Classic Fit Business Collared Shirts\", \"asin\": \"B0CZRTR9S6\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T Shirt - Fitted Elastic Tees Fresh Print Tshirts - Pattern & Color 20+\", \"asin\": \"B0D87NX7KC\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0CFR5DDZ7\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Distressed Cotton Shirts Vintage Hipster Hip Hop Longline Crew Neck T-Shirt\", \"asin\": \"B0CP1LP56N\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's EcoSmart Fleece, Pullover Crewneck Sweatshirt, 1 or 2 Pack\", \"asin\": \"B072QRN7HR\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Men Oversized T Shirts Vintage Tee Loose Fit Short Sleeve Casual Streetwear Baggy Washed Unisex Tops\", \"asin\": \"B0CWGJZ35S\", \"price\": \"$29.46\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeve Knit Shirt Casual Button Down Shirt Vintage Striped Knitted Golf Beach Tops\", \"asin\": \"B0CP1NK4CS\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Collarless Golf Shirts for Men Dry Fit Moisture Wicking Performance Solid Casual Mens Henley Shirts Short Sleeve\", \"asin\": \"B0DL5GCCPD\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"5 Pack Workout Shirts for Men-Dry Fit Black Gym Moisture Wicking Short Sleeve T-Shirts for Running Athletic Casual\", \"asin\": \"B0DP4X5GG2\", \"price\": \"$22.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXK4KRH\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Polo Shirt Short Sleeve Sports Tactical T-Shirt Athletic Golf Polos Daily Casual Stylish Collared Shirts for Men\", \"asin\": \"B09MJ1RJ58\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B002GHC1B6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5BQ3YX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTNY4PL\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirt Short Sleeve Button Down Tropical Shirts Casual Floral Summer Beach Shirt\", \"asin\": \"B0CZ938PL7\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B07XVYBJ4L\", \"price\": \"$22.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$24.80\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Henley Shirt Short Sleeve Stand Collar Summer Casual Beach Hippie T-Shirts\", \"asin\": \"B0DLNQMJ7B\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Casual Button Down Shirts Summer Untucked Dress Shirts with Pocket\", \"asin\": \"B0CW39BXTQ\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fishing Graphic Tee, Performance Short Sleeve, Quick-Dry\", \"asin\": \"B0C6WGYY2B\", \"price\": \"$22.68\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B00KBZOXN4\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B0B5CVRZVT\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Casual Short Sleeve Button Down Shirt Beach Summer Vacation Holiday Wedding Cotton Tops\", \"asin\": \"B0DQNH7PP7\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B07JCSJF5G\", \"price\": \"$18.67\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B09S6VVX5B\", \"price\": \"$8.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B0C6Y92KV7\", \"price\": \"$8.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Unisex Adult Ultra Cotton Long Sleeve T-Shirt, Style G2400, Multipack\", \"asin\": \"B07682QRP2\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6T4LZF\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Slim Fit Non-Iron Herringbone Dress Shirt\", \"asin\": \"B00Q3MXCBS\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Muscle T-Shirt Pleated Raglan Sleeve Bodybuilding Gym Tee Short Sleeve Fashion Workout Shirts Hipster Shirt\", \"asin\": \"B07QWLNMTB\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0C5S44KMD\", \"price\": \"$4.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Muscle Slim T Shirt V-Neck Longline Henley Shirt Gym Workout Athletic Tee Shirts\", \"asin\": \"B0CP59HJ15\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6VBS9F\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Oxford Shirt Solid Casual Button Down Collar Shirts Long Sleeve Dress Shirts with Pocket\", \"asin\": \"B0C2ZD2G55\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHPC82G\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B0BPF1R9CW\", \"price\": \"$10.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.08\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Flannel Hoodie Shirts Casual Button Down Plaid Shirt Jackets for Men Long Sleeve Stylish Hooded with Pocket\", \"asin\": \"B0BB2JC2QX\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Button Down Shirts Regular Fit Long Sleeve Casual Plaid Flannel Shirt\", \"asin\": \"B09BJFLBKK\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:49.939Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:49.939Z
click
search
rule
2025-04-20T06:04:49.939Z
train
2,853
2025-04-20T06:04:49.939Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": 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10 PM on $25 of qualifying items"}, {"title": "Mens Polo Shirt Short Sleeve Sports Tactical T-Shirt Athletic Golf Polos Daily Casual Stylish Collared Shirts for Men", "asin": "B09MJ1RJ58", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)", "asin": "B002GHC1B6", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts", "asin": "B0CSWGBR4L", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B5BQ3YX", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0B28SWXWP", "price": "$22.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTNY4PL", "price": "$25.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Hawaiian Shirt Short Sleeve Button Down Tropical Shirts Casual Floral Summer Beach Shirt", "asin": "B0CZ938PL7", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's V-Neck T-Shirts, Multipack, Style G1103", "asin": "B07XVYBJ4L", "price": "$22.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Park Short Sleeve T Shirt", "asin": "B08WT2YR61", "price": "$24.80", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Henley Shirt Short Sleeve Stand Collar Summer Casual Beach Hippie T-Shirts", "asin": "B0DLNQMJ7B", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Short Sleeve Casual Button Down Shirts Summer Untucked Dress Shirts with Pocket", "asin": "B0CW39BXTQ", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Fishing Graphic Tee, Performance Short Sleeve, Quick-Dry", "asin": "B0C6WGYY2B", "price": "$22.68", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B00KBZOXN4", "price": "$17.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket", "asin": "B0B5CVRZVT", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts", "asin": "B0CHFHQ2F8", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Linen Shirts Casual Short Sleeve Button Down Shirt Beach Summer Vacation Holiday Wedding Cotton Tops", "asin": "B0DQNH7PP7", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's A-Shirt Tanks, Multipack, Style G1104", "asin": "B07JCSJF5G", "price": "$18.67", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B09S6VVX5B", "price": "$8.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B0C6Y92KV7", "price": "$8.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Unisex Adult Ultra Cotton Long Sleeve T-Shirt, Style G2400, Multipack", "asin": "B07682QRP2", "price": "$15.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch", "asin": "B08D6T4LZF", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Slim Fit Non-Iron Herringbone Dress Shirt", "asin": "B00Q3MXCBS", "price": "$39.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Muscle T-Shirt Pleated Raglan Sleeve Bodybuilding Gym Tee Short Sleeve Fashion Workout Shirts Hipster Shirt", "asin": "B07QWLNMTB", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Originals Lightweight Tri-Blend Crewneck T-Shirts", "asin": "B0C5S44KMD", "price": "$4.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Muscle Slim T Shirt V-Neck Longline Henley Shirt Gym Workout Athletic Tee Shirts", "asin": "B0CP59HJ15", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts", "asin": "B0CL6VBS9F", "price": "$32.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Oxford Shirt Solid Casual Button Down Collar Shirts Long Sleeve Dress Shirts with Pocket", "asin": "B0C2ZD2G55", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts", "asin": "B09MHPC82G", "price": "$63.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)", "asin": "B0BPF1R9CW", "price": "$10.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt", "asin": "B07NPT5RXB", "price": "$6.08", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Flannel Hoodie Shirts Casual Button Down Plaid Shirt Jackets for Men Long Sleeve Stylish Hooded with Pocket", "asin": "B0BB2JC2QX", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Button Down Shirts Regular Fit Long Sleeve Casual Plaid Flannel Shirt", "asin": "B09BJFLBKK", "price": "$14.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:49.939Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2853, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt for men\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"INTO THE AM\\nMens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B0CKM2TXMH\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CJ5ZHQK1\", \"price\": \"$104.95\", \"quantity\": \"\"},\n{\"title\": \"TUREFACE\\nMens Summer Button Down Shirts Casual Short Sleeve Hawaiian Vacation Beach Shirts Guayabera Cuba Shirts\", \"asin\": \"B0DPMKQ6SD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens Short Sleeve Button Down Shirts Casual Beach Summer Vacation Shirts\", \"asin\": \"B0DJNCD8BD\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER\\nMen's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5ZH66\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B0CKM2TXMH\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"PJ PAUL JONES\\nMens Short Sleeve Button Down Shirts Casual Beach Summer Vacation Shirts\", \"asin\": \"B0DJNC1PDN\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"TUREFACE\\nMens Summer Button Down Shirts Casual Short Sleeve Hawaiian Vacation Beach Shirts Guayabera Cuba Shirts\", \"asin\": \"B0DPMKQ6SD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"S TallSlim Tees\\nTallSlim Men's Tall Slim-Fit Short Sleeve Crewneck T-Shirt - Extra Long, Slim Fit, Preshrunk Easy Care\", \"asin\": \"B098V17PMR\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CJ5ZYV2R\", \"price\": \"$99.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee.\\\" Rated 4.4 out of 5 stars by 10891 reviews. Eligible for Prime.\", \"asin\": \"B07NHW8Z3N\"},\n{\"title\": \"Go to detail page for \\\"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee.\\\" Rated 4.4 out of 5 stars by 10891 reviews. Eligible for Prime.\", \"asin\": \"B0BP1Q745P\"},\n{\"title\": \"Go to detail page for \\\"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee.\\\" Rated 4.4 out of 5 stars by 10891 reviews. Eligible for Prime.\", \"asin\": \"B07PSMD1M1\"}],\n\"search_results\": [{\"title\": \"with the milk fathers day T-Shirt\", \"asin\": \"B0DP5DP3BM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Knit Polo Shirts Short Sleeve Vintage Stretch Polo T Shirts Casual Summer Golf Shirts\", \"asin\": \"B0DNHX1M31\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck Hipster T Shirt - Casual Stylish Fitted Print Tees for Men\", \"asin\": \"B0CZ98FXL4\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fashion Loose Fit Crewneck Stripe T-Shirt\", \"asin\": \"B0D5V1S1H7\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men Oversized T Shirts Vintage Tee Loose Fit Short Sleeve Casual Streetwear Baggy Washed Unisex Tops\", \"asin\": \"B0CZKQQ17F\", \"price\": \"$30.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086L57B7J\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZJXCTS\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PKQGQV\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BV257YG8\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Long Sleeve Shirt for Men, Regular-Fit Henley, Available in Big & Tall\", \"asin\": \"B07BJKZGLD\", \"price\": \"$16.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Polo Shirts Short Sleeve Casual Knit Polo Shirt Vintage Golf T Shirts Old Money Tops\", \"asin\": \"B0DJS4SGKB\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"delivery\": \"FREE delivery May 30 - Jun 9 for Prime members\"},\n{\"title\": \"5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRNWXRT1\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2PPVXM\", \"price\": \"$21.48\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"4/5 Pack Mens Polo Shirts Quick Dry Short Sleeve Golf T Shirt Performance Moisture Wicking Casual Workout\", \"asin\": \"B0B1TRDM6H\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Casual Polo Shirt Short Sleeve Mercerized Cotton Blend Breathable Stretch Classic Fit Business Collared Shirts\", \"asin\": \"B0CZRTR9S6\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Crew Neck T Shirt - Fitted Elastic Tees Fresh Print Tshirts - Pattern & Color 20+\", \"asin\": \"B0D87NX7KC\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0CFR5DDZ7\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Distressed Cotton Shirts Vintage Hipster Hip Hop Longline Crew Neck T-Shirt\", \"asin\": \"B0CP1LP56N\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLQLWXL\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's EcoSmart Fleece, Pullover Crewneck Sweatshirt, 1 or 2 Pack\", \"asin\": \"B072QRN7HR\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack Men Oversized T Shirts Vintage Tee Loose Fit Short Sleeve Casual Streetwear Baggy Washed Unisex Tops\", \"asin\": \"B0CWGJZ35S\", \"price\": \"$29.46\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeve Knit Shirt Casual Button Down Shirt Vintage Striped Knitted Golf Beach Tops\", \"asin\": \"B0CP1NK4CS\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Collarless Golf Shirts for Men Dry Fit Moisture Wicking Performance Solid Casual Mens Henley Shirts Short Sleeve\", \"asin\": \"B0DL5GCCPD\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"5 Pack Workout Shirts for Men-Dry Fit Black Gym Moisture Wicking Short Sleeve T-Shirts for Running Athletic Casual\", \"asin\": \"B0DP4X5GG2\", \"price\": \"$22.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Summer Striped Shirts Button Down Short Sleeve Vintage Beach Hawaiian Shirts with Pocket\", \"asin\": \"B0CNXK4KRH\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Polo Shirt Short Sleeve Sports Tactical T-Shirt Athletic Golf Polos Daily Casual Stylish Collared Shirts for Men\", \"asin\": \"B09MJ1RJ58\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B002GHC1B6\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5BQ3YX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28SWXWP\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTNY4PL\", \"price\": \"$25.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Hawaiian Shirt Short Sleeve Button Down Tropical Shirts Casual Floral Summer Beach Shirt\", \"asin\": \"B0CZ938PL7\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B07XVYBJ4L\", \"price\": \"$22.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$24.80\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Henley Shirt Short Sleeve Stand Collar Summer Casual Beach Hippie T-Shirts\", \"asin\": \"B0DLNQMJ7B\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Short Sleeve Casual Button Down Shirts Summer Untucked Dress Shirts with Pocket\", \"asin\": \"B0CW39BXTQ\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fishing Graphic Tee, Performance Short Sleeve, Quick-Dry\", \"asin\": \"B0C6WGYY2B\", \"price\": \"$22.68\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B00KBZOXN4\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Long Sleeve Wrinkle-Free Stretch Shirts Solid Formal Button Down Shirt with Pocket\", \"asin\": \"B0B5CVRZVT\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFHQ2F8\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Casual Short Sleeve Button Down Shirt Beach Summer Vacation Holiday Wedding Cotton Tops\", \"asin\": \"B0DQNH7PP7\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's A-Shirt Tanks, Multipack, Style G1104\", \"asin\": \"B07JCSJF5G\", \"price\": \"$18.67\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B09S6VVX5B\", \"price\": \"$8.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B0C6Y92KV7\", \"price\": \"$8.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Unisex Adult Ultra Cotton Long Sleeve T-Shirt, Style G2400, Multipack\", \"asin\": \"B07682QRP2\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6T4LZF\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Slim Fit Non-Iron Herringbone Dress Shirt\", \"asin\": \"B00Q3MXCBS\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Muscle T-Shirt Pleated Raglan Sleeve Bodybuilding Gym Tee Short Sleeve Fashion Workout Shirts Hipster Shirt\", \"asin\": \"B07QWLNMTB\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0C5S44KMD\", \"price\": \"$4.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Muscle Slim T Shirt V-Neck Longline Henley Shirt Gym Workout Athletic Tee Shirts\", \"asin\": \"B0CP59HJ15\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6VBS9F\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Oxford Shirt Solid Casual Button Down Collar Shirts Long Sleeve Dress Shirts with Pocket\", \"asin\": \"B0C2ZD2G55\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHPC82G\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B0BPF1R9CW\", \"price\": \"$10.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.08\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Flannel Hoodie Shirts Casual Button Down Plaid Shirt Jackets for Men Long Sleeve Stylish Hooded with Pocket\", \"asin\": \"B0BB2JC2QX\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Button Down Shirts Regular Fit Long Sleeve Casual Plaid Flannel Shirt\", \"asin\": \"B09BJFLBKK\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:49.939Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\", \"asin\": \"B0CPRDLC5D\"},\n{\"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\", \"asin\": \"B09KP22RBH\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n{\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n{\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:55.425Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:55.425Z
input
shirt
rule
2025-04-20T06:04:55.425Z
train
2,854
2025-04-20T06:04:55.425Z
input
shirt
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"} {"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$7.59", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}], "ads": [{"title": "Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)", "asin": "B0CPRDLC5D"}, {"title": "Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L", "asin": "B09KP22RBH"}], "search_results": [{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT2NQ7F", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack", "asin": "B0DNVHCKNB", "price": "$109.99", "delivery": "FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28"}, {"title": "7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DSDQRYD4", "price": "$70.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt", "asin": "B0C31QV82L", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "White Flag T-Shirt 6 Pack \u2013 Soft Fitted Crew Neck Tee for Men & Women \u2013 Premium Cotton Short Sleeve", "asin": "B0DW2HRTF3", "price": "$99.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "Dress Shirts Slim Fit Non Iron Solid", "asin": "B0058YUDGE", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZB2RRV", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\u2019s T- Cotton Poly", "asin": "B0BTZBJYYN", "price": "$76.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts", "asin": "B09MHS6C6Z", "price": "$63.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Wrinkle Resistant Long Sleeve Button Front Shirt", "asin": "B0BGP9NVNX", "price": "$47.01", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTYT4DF", "price": "$54.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees", "asin": "B0DZ5GWYP1", "price": "$59.99", "delivery": "$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30"}, {"title": "Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C321971H", "price": "$59.99", "delivery": "FREE delivery Wed, Apr 30"}, {"title": "4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts", "asin": "B09TK8VPL6", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos", "asin": "B0CS14F1RJ", "price": "$49.99", "delivery": "FREE delivery May 2 - 7 for Prime members"}, {"title": "Basic Crew T-Shirt Pack", "asin": "B09DFK91TX", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B09ZKL6KJT", "price": "$52.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve", "asin": "B0CQS14WL4", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Regular Fit Gingham Button Down Shirt", "asin": "B0BZZV43PC", "price": "$75.15", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BSI", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07MLDSCJM", "price": "$202.32", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "4 Pack - Mens Short Sleeve Button Down Shirts \u2013 Wrinkle Free, Muscle Fit, Stylish Casual", "asin": "B0DBJ16QL5", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's The Zinna 2.0 Polo", "asin": "B0DG9PY7KH", "price": "$82.75", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47ZBD3T", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt", "asin": "B0DRMK1B3P", "price": "$59.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Slim Fit Stretch Crew Tee", "asin": "B0B47X7FBM", "price": "$49.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack", "asin": "B0B47SCW45", "price": "$47.02", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts", "asin": "B0BLBYTH6M", "price": "$54.39", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Daily Comfort Deep V-Neck M 2 Pieces", "asin": "B0BCVD5PBQ", "price": "$85.00", "delivery": " Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon."}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828N4KCP", "price": "$48.01", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall", "asin": "B0DGWZYVP2", "price": "$47.70", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0CS2C722L", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Classic Fit Jersey Short Sleeve Tee", "asin": "B0CWPKN589", "price": "$55.00", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt", "asin": "B07KBPFH9L", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B07S45H6NQ", "price": "$51.06", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Mens Dri-FIT Short Sleeve Polo Shirt", "asin": "B07GP5VB7G", "price": "$49.47", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Ultra Dry Raglan Sleeve Polo Sport Short", "asin": "B081BNRPPD", "price": "$57.46", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Twill Classic Fit Shirt", "asin": "B005A119IG", "price": "$62.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors", "asin": "B0DK2F5VFW", "price": "$50.28", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Classic Fit Mesh Polo Shirt", "asin": "B07NF9PMZV", "price": "$106.23", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's PFG Bahama II Short Sleeve Shirt", "asin": "B0CLQLP9Y6", "price": "$38.40", "delivery": "FREE delivery Apr 27 - May 1 for Prime members"}, {"title": "Men's Force Relaxed Fit Lightweight Long Sleeve Shirt", "asin": "B09WZ4YTPY", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood", "asin": "B0C6WJW6LY", "price": "$50.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Solid Deck Shirt", "asin": "B07HR8C48D", "price": "$51.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large", "asin": "B00LB811EE", "price": "$95.99", "delivery": "FREE delivery Apr 24 - 27 for Prime members"}, {"title": "Men's Short Sleeve Paris Polo Shirt", "asin": "B071R3JHFL", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Retro Two Pocket Long Sleeve Snap Shirt", "asin": "B07V2JNK8M", "price": "$54.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets", "asin": "B0CJJWR1P3", "price": "$59.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down", "asin": "B0DFHGBN6B", "price": "$62.04", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Non-Iron Long Sleeve Button Down Sport Shirt", "asin": "B0BQZ7NWCF", "price": "$75.60", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Harbor Heavyweight Flannel Shirt", "asin": "B08P3XSQDS", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Long Sleeve Vintage Whale Pocket T-Shirt", "asin": "B093CM3WGM", "price": "$49.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Short Sleeved Ribbed Collar Shirt", "asin": "B000SEBML4", "price": "$49.69", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Tide Point Solid Short Sleeve Shirt, Button Down for Men", "asin": "B0BSYHR6HT", "price": "$61.88", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Ultimate365 Textured Polo Shirt", "asin": "B0C7KHDJPB", "price": "$49.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Regular Fit Cotton Oxford Shirt", "asin": "B0C117HQ4W", "price": "$101.20", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Heritage Western Shirt", "asin": "B0D8NY62F1", "price": "$48.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Patriot Pack 3-Pack Men's T-Shirts", "asin": "B00TC84BG0", "price": "$49.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit", "asin": "B07NFST97P", "price": "$59.50", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors", "asin": "B0DLX1NVW6", "price": "$59.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Down Oxford Shirt in Regular Fit", "asin": "B078YDH3HC", "price": "$53.37", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Dress Shirt Comfort Stretch French Cuff Regular Fit", "asin": "B0DMC5JG72", "price": "$53.70", "delivery": "FREE delivery Fri, Apr 25 for Prime members"}, {"title": "Men's Ultimate365 Sport Collar Polo Shirt", "asin": "B0D64H55JG", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:55.425Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>shirt</answer_argument>", "index": 2854, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"shirt\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$207.99\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"Rhone Men's Commuter Shirt, Performance Dress Shirts for Men, Machine Washable, Wrinkle Resistant, Slim Fit Button Down Shirt (Business White, Medium)\", \"asin\": \"B0CPRDLC5D\"},\n{\"title\": \"Rhone Commuter Pants for Men, Classic-Fit Mens Dress Pants, Machine Washable, Wrinkle Resistant, Stretch Straight Leg Mens Casual Pants Navy W32-30L\", \"asin\": \"B09KP22RBH\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT2NQ7F\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Patriotic Shirts for Men - American Patriot Graphic Tee - USA & Freedom Style - Super Soft Premium Shirt Pack\", \"asin\": \"B0DNVHCKNB\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 25 - 30 Or fastest delivery Apr 24 - 28\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C31QV82L\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"White Flag T-Shirt 6 Pack \\u2013 Soft Fitted Crew Neck Tee for Men & Women \\u2013 Premium Cotton Short Sleeve\", \"asin\": \"B0DW2HRTF3\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"Dress Shirts Slim Fit Non Iron Solid\", \"asin\": \"B0058YUDGE\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZB2RRV\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0BTZBJYYN\", \"price\": \"$76.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHS6C6Z\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Wrinkle Resistant Long Sleeve Button Front Shirt\", \"asin\": \"B0BGP9NVNX\", \"price\": \"$47.01\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTYT4DF\", \"price\": \"$54.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ5GWYP1\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 30 - May 8 Or fastest delivery Apr 28 - 30\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C321971H\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Wed, Apr 30\"},\n{\"title\": \"4 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Athletic Collared Tactical Shirts\", \"asin\": \"B09TK8VPL6\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Dress Polo Shirts for Men 3 Pack - Polo Shirts for Men Short Sleeve - UPF 50+ Golf Polos\", \"asin\": \"B0CS14F1RJ\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery May 2 - 7 for Prime members\"},\n{\"title\": \"Basic Crew T-Shirt Pack\", \"asin\": \"B09DFK91TX\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKL6KJT\", \"price\": \"$52.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Short Sleeve Polo Shirts for Men - Cotton Men's Polo Shirts & Golf Shirt - Mens Collared Shirt Short Sleeve\", \"asin\": \"B0CQS14WL4\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Regular Fit Gingham Button Down Shirt\", \"asin\": \"B0BZZV43PC\", \"price\": \"$75.15\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BSI\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07MLDSCJM\", \"price\": \"$202.32\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"4 Pack - Mens Short Sleeve Button Down Shirts \\u2013 Wrinkle Free, Muscle Fit, Stylish Casual\", \"asin\": \"B0DBJ16QL5\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's The Zinna 2.0 Polo\", \"asin\": \"B0DG9PY7KH\", \"price\": \"$82.75\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47ZBD3T\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Polo Shirt, Two-Button Closure Pique Polo Shirt, Summer Fashion Golf Shirt\", \"asin\": \"B0DRMK1B3P\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Slim Fit Stretch Crew Tee\", \"asin\": \"B0B47X7FBM\", \"price\": \"$49.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"RALPH LAUREN Men's Slim Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B0B47SCW45\", \"price\": \"$47.02\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polo Shirts for Men 4 Pack Short Sleeve Cool Dri Collared Tennis Golf Shirts\", \"asin\": \"B0BLBYTH6M\", \"price\": \"$54.39\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Daily Comfort Deep V-Neck M 2 Pieces\", \"asin\": \"B0BCVD5PBQ\", \"price\": \"$85.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828N4KCP\", \"price\": \"$48.01\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Long Sleeve Oxford Regular Fit, Men's Button Down Shirts, Also Available in Big and Tall\", \"asin\": \"B0DGWZYVP2\", \"price\": \"$47.70\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0CS2C722L\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Classic Fit Jersey Short Sleeve Tee\", \"asin\": \"B0CWPKN589\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Rugged Flex Relaxed Fit Midweight Canvas Long-Sleeve Shirt\", \"asin\": \"B07KBPFH9L\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B07S45H6NQ\", \"price\": \"$51.06\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Mens Dri-FIT Short Sleeve Polo Shirt\", \"asin\": \"B07GP5VB7G\", \"price\": \"$49.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Ultra Dry Raglan Sleeve Polo Sport Short\", \"asin\": \"B081BNRPPD\", \"price\": \"$57.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Twill Classic Fit Shirt\", \"asin\": \"B005A119IG\", \"price\": \"$62.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dri-FIT Tour Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DK2F5VFW\", \"price\": \"$50.28\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Classic Fit Mesh Polo Shirt\", \"asin\": \"B07NF9PMZV\", \"price\": \"$106.23\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's PFG Bahama II Short Sleeve Shirt\", \"asin\": \"B0CLQLP9Y6\", \"price\": \"$38.40\", \"delivery\": \"FREE delivery Apr 27 - May 1 for Prime members\"},\n{\"title\": \"Men's Force Relaxed Fit Lightweight Long Sleeve Shirt\", \"asin\": \"B09WZ4YTPY\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Pursuit Vented Long Sleeve Hoodie, Fishing Shirt with Hood\", \"asin\": \"B0C6WJW6LY\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HR8C48D\", \"price\": \"$51.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Bulwark Men's Iq Series Long Sleeve Comfort Knit T-Shirt, Black, Large\", \"asin\": \"B00LB811EE\", \"price\": \"$95.99\", \"delivery\": \"FREE delivery Apr 24 - 27 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Paris Polo Shirt\", \"asin\": \"B071R3JHFL\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Retro Two Pocket Long Sleeve Snap Shirt\", \"asin\": \"B07V2JNK8M\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Lightweight Long Sleeved Snap Plaid Western Cowboy Flannel Lined Shirts Jackets\", \"asin\": \"B0CJJWR1P3\", \"price\": \"$59.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Big and Tall Performance Comfort Long Sleeve Plaid Button Down\", \"asin\": \"B0DFHGBN6B\", \"price\": \"$62.04\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Non-Iron Long Sleeve Button Down Sport Shirt\", \"asin\": \"B0BQZ7NWCF\", \"price\": \"$75.60\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Harbor Heavyweight Flannel Shirt\", \"asin\": \"B08P3XSQDS\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Long Sleeve Vintage Whale Pocket T-Shirt\", \"asin\": \"B093CM3WGM\", \"price\": \"$49.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeved Ribbed Collar Shirt\", \"asin\": \"B000SEBML4\", \"price\": \"$49.69\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Tide Point Solid Short Sleeve Shirt, Button Down for Men\", \"asin\": \"B0BSYHR6HT\", \"price\": \"$61.88\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Ultimate365 Textured Polo Shirt\", \"asin\": \"B0C7KHDJPB\", \"price\": \"$49.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Regular Fit Cotton Oxford Shirt\", \"asin\": \"B0C117HQ4W\", \"price\": \"$101.20\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Heritage Western Shirt\", \"asin\": \"B0D8NY62F1\", \"price\": \"$48.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Patriot Pack 3-Pack Men's T-Shirts\", \"asin\": \"B00TC84BG0\", \"price\": \"$49.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Cotton Pique Polo Shirt in Classic Fit\", \"asin\": \"B07NFST97P\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Dri-FIT Victory Golf Polo - Seasonal & Limited Colors\", \"asin\": \"B0DLX1NVW6\", \"price\": \"$59.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Down Oxford Shirt in Regular Fit\", \"asin\": \"B078YDH3HC\", \"price\": \"$53.37\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirt Comfort Stretch French Cuff Regular Fit\", \"asin\": \"B0DMC5JG72\", \"price\": \"$53.70\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Men's Ultimate365 Sport Collar Polo Shirt\", \"asin\": \"B0D64H55JG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:55.425Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Venice Burnout Notch Neck Tee\", \"asin\": \"B07991CJ18\", \"price\": \"$34.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heavyweight Crew Neck Short Sleeve Tee\", \"asin\": \"B00B6EDB64\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTWF6DH\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Relaxed Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07DVXFF1D\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Sat, Apr 26 for Prime members\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJL7VX\", \"price\": \"$18.75\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFGSRLG\", \"price\": \"$19.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28STDWH\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZJC1N9\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B093RZQLVX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHGMVNZ\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B0746P1KNB\", \"price\": \"$12.90\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Polo\", \"asin\": \"B0D1H1KXML\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B076124BKM\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZDN5E\", \"price\": \"$30.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0C5S44KMD\", \"price\": \"$4.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Fishing Graphic Tee, Performance Short Sleeve, Quick-Dry\", \"asin\": \"B0C6WGYY2B\", \"price\": \"$22.68\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Up Shirts Solid Slim Fit Casual Business Formal Dress Shirt\", \"asin\": \"B094Z7FCDJ\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Hawaiian Floral Shirts Short Sleeve Button Down Tropical Shirts Beach Summer Shirts\", \"asin\": \"B08D3PQ36Z\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Loose Fit Midweight Chambray ShortSleeve Shirt\", \"asin\": \"B083XVQP7Z\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HRBN332\", \"price\": \"$28.51\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:55.829Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-20T06:04:55.829Z
click
search
rule
2025-04-20T06:04:55.829Z
train
2,855
2025-04-20T06:04:55.829Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-15T04:36:58.956Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u73b0\u5b9e"} {"timestamp": "2025-04-15T04:36:59.200Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:03.309Z", "action": "input", "action_argument": "\u6c7d\u8f66\u62ac\u5934\u663e\u793a"} {"timestamp": "2025-04-15T04:37:03.561Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:22.372Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:37:22.602Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:37:30.998Z", "action": "click_product", "action_argument": "B0DP4S7FMK"} {"timestamp": "2025-04-15T04:37:36.463Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:02.996Z", "action": "click_product", "action_argument": "B09XM96H87"} {"timestamp": "2025-04-15T04:38:07.012Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:38:40.489Z", "action": "click_product", "action_argument": "B0957S3F3H"} {"timestamp": "2025-04-15T04:38:44.662Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:39:03.268Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:39:16.976Z", "action": "input", "action_argument": "HUD"} {"timestamp": "2025-04-15T04:39:25.546Z", "action": "input", "action_argument": "head up display for car"} {"timestamp": "2025-04-15T04:39:33.251Z", "action": "click_product", "action_argument": "B0CHVT3PSL"} {"timestamp": "2025-04-15T04:40:46.450Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T04:40:54.638Z", "action": "click_product", "action_argument": "B0CH9G8ZVV"} {"timestamp": "2025-04-15T04:40:58.656Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:18.297Z", "action": "click_product", "action_argument": "B0CS5VB5D7"} {"timestamp": "2025-04-15T04:41:22.464Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:41:47.980Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-04-15T04:42:05.404Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:07.275Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:14.159Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:15.709Z", "action": "input", "action_argument": "head up display map"} {"timestamp": "2025-04-15T04:42:15.980Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:25.489Z", "action": "click_product", "action_argument": "B0D9LJXRC4"} {"timestamp": "2025-04-15T04:42:29.409Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-15T04:42:37.711Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T04:42:42.590Z", "action": "input", "action_argument": "head up display carplay"} {"timestamp": "2025-04-15T04:42:42.840Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T17:56:16.689Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T17:57:51.948Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:08.510Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:15.359Z", "action": "purchase", "action_argument": "B06XH8VQCJ"} {"timestamp": "2025-04-15T17:58:21.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-15T17:58:24.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:25.962Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:29.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:30.964Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:33.295Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:35.526Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:38.811Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:40.215Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:44.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:46.552Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:48.699Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:49.413Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:51.678Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:53.947Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:56.978Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:58:58.550Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:01.362Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:02.843Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-15T17:59:08.328Z", "action": "purchase", "action_argument": "B07C6GZ57N"} {"timestamp": "2025-04-17T22:49:24.263Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:49:54.359Z", "action": "click_product", "action_argument": "B08WPL7247"} {"timestamp": "2025-04-17T22:50:28.371Z", "action": "input", "action_argument": "\u5999\u754c"} {"timestamp": "2025-04-17T22:50:28.467Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-17T22:50:30.901Z", "action": "click_product", "action_argument": "B07DBY2X24"} {"timestamp": "2025-04-17T22:50:37.707Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-17T22:50:47.491Z", "action": "input", "action_argument": "\u5999\u754c\u80a9\u9888\u6309\u6469\u4eea"} {"timestamp": "2025-04-20T00:02:46.682Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:14.894Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T00:04:19.068Z", "action": "purchase", "action_argument": "B00XKXKG94"} {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"} {"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "shirt"}], "cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"}, {"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$207.99", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 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Eligible for Prime.", "asin": "B07NHW8Z3N"}, {"title": "Go to detail page for \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee.\" Rated 4.4 out of 5 stars by 10891 reviews. Eligible for Prime.", "asin": "B0BP1Q745P"}, {"title": "Go to detail page for \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee.\" Rated 4.4 out of 5 stars by 10891 reviews. 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10 PM"}, {"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828NJVN3", "price": "$43.38", "delivery": "FREE delivery Thu, Apr 24"}, {"title": "Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt", "asin": "B07HRFSNL4", "price": "$17.46", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees", "asin": "B0DGV42JJM", "price": "$19.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Park Short Sleeve T Shirt", "asin": "B08WT2YR61", "price": "$24.80", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Casual Button Down Shirts Short Sleeve Textured Summer Beach Shirt with Pocket", "asin": "B0CLL2CCJR", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "6 Pack Men's Quick Dry Long Sleeve Shirts UPF 50+ UV Sun Protection SPF Shirt Moisture Wicking T-Shirt for Casual Workout", "asin": "B0CN2WFJLN", "price": "$39.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Mens Short Sleeve Casual Button Down Shirts Summer Untucked Dress Shirts with Pocket", "asin": "B0CW39BXTQ", "price": "$19.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Cuban Guayabera Shirt Short Sleeve Button Down Shirts Casual Summer Beach Linen Shirts", "asin": "B0CJTZLCQ2", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts", "asin": "B0C49Y4YXF", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVR856", "price": "$7.57", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B5CP1SQ", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Venice Burnout Notch Neck Tee", "asin": "B07991CJ18", "price": "$34.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Heavyweight Crew Neck Short Sleeve Tee", "asin": "B00B6EDB64", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)", "asin": "B01MYWGRYW", "price": "$12.00", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTWF6DH", "price": "$24.95", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Relaxed Fit Heavyweight Short-Sleeve Pocket T-Shirt", "asin": "B07DVXFF1D", "price": "$14.99", "delivery": "FREE delivery Sat, Apr 26 for Prime members"}, {"title": "Men's New Freedom Flag T-Shirt", "asin": "B08NWJL7VX", "price": "$18.75", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts", "asin": "B0CHFGSRLG", "price": "$19.97", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket", "asin": "B0B28STDWH", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's V-Neck T-Shirts, Multipack, Style G1103", "asin": "B077ZJC1N9", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts", "asin": "B093RZQLVX", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts", "asin": "B09MHGMVNZ", "price": "$63.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B0746P1KNB", "price": "$12.90", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Men's Polo", "asin": "B0D1H1KXML", "price": "$11.99", "delivery": "FREE delivery Tue, Apr 22"}, {"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B076124BKM", "price": "$10.42", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Denim Button Down Shirt", "asin": "B000UZDN5E", "price": "$30.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Originals Lightweight Tri-Blend Crewneck T-Shirts", "asin": "B0C5S44KMD", "price": "$4.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Men's Fishing Graphic Tee, Performance Short Sleeve, Quick-Dry", "asin": "B0C6WGYY2B", "price": "$22.68", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Long Sleeve Button Up Shirts Solid Slim Fit Casual Business Formal Dress Shirt", "asin": "B094Z7FCDJ", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}, {"title": "Mens Casual Hawaiian Floral Shirts Short Sleeve Button Down Tropical Shirts Beach Summer Shirts", "asin": "B08D3PQ36Z", "price": "$25.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"}, {"title": "Men's Loose Fit Midweight Chambray ShortSleeve Shirt", "asin": "B083XVQP7Z", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}, {"title": "Men's Solid Deck Shirt", "asin": "B07HRBN332", "price": "$28.51", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-20T06:04:55.829Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2855, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T04:36:58.956Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u73b0\\u5b9e\"}\n{\"timestamp\": \"2025-04-15T04:36:59.200Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:03.309Z\", \"action\": \"input\", \"action_argument\": \"\\u6c7d\\u8f66\\u62ac\\u5934\\u663e\\u793a\"}\n{\"timestamp\": \"2025-04-15T04:37:03.561Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:22.372Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:37:22.602Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:37:30.998Z\", \"action\": \"click_product\", \"action_argument\": \"B0DP4S7FMK\"}\n{\"timestamp\": \"2025-04-15T04:37:36.463Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:02.996Z\", \"action\": \"click_product\", \"action_argument\": \"B09XM96H87\"}\n{\"timestamp\": \"2025-04-15T04:38:07.012Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:38:40.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0957S3F3H\"}\n{\"timestamp\": \"2025-04-15T04:38:44.662Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:39:03.268Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:39:16.976Z\", \"action\": \"input\", \"action_argument\": \"HUD\"}\n{\"timestamp\": \"2025-04-15T04:39:25.546Z\", \"action\": \"input\", \"action_argument\": \"head up display for car\"}\n{\"timestamp\": \"2025-04-15T04:39:33.251Z\", \"action\": \"click_product\", \"action_argument\": \"B0CHVT3PSL\"}\n{\"timestamp\": \"2025-04-15T04:40:46.450Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T04:40:54.638Z\", \"action\": \"click_product\", \"action_argument\": \"B0CH9G8ZVV\"}\n{\"timestamp\": \"2025-04-15T04:40:58.656Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:18.297Z\", \"action\": \"click_product\", \"action_argument\": \"B0CS5VB5D7\"}\n{\"timestamp\": \"2025-04-15T04:41:22.464Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:41:47.980Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-15T04:42:05.404Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:07.275Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:14.159Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:15.709Z\", \"action\": \"input\", \"action_argument\": \"head up display map\"}\n{\"timestamp\": \"2025-04-15T04:42:15.980Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:25.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0D9LJXRC4\"}\n{\"timestamp\": \"2025-04-15T04:42:29.409Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T04:42:37.711Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T04:42:42.590Z\", \"action\": \"input\", \"action_argument\": \"head up display carplay\"}\n{\"timestamp\": \"2025-04-15T04:42:42.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T17:56:16.689Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T17:57:51.948Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:08.510Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:15.359Z\", \"action\": \"purchase\", \"action_argument\": \"B06XH8VQCJ\"}\n{\"timestamp\": \"2025-04-15T17:58:21.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T17:58:24.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:25.962Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:29.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:30.964Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:33.295Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:35.526Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:38.811Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:40.215Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:44.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:46.552Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:48.699Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:49.413Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:51.678Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:53.947Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:56.978Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:58:58.550Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:01.362Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:02.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T17:59:08.328Z\", \"action\": \"purchase\", \"action_argument\": \"B07C6GZ57N\"}\n{\"timestamp\": \"2025-04-17T22:49:24.263Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:49:54.359Z\", \"action\": \"click_product\", \"action_argument\": \"B08WPL7247\"}\n{\"timestamp\": \"2025-04-17T22:50:28.371Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\"}\n{\"timestamp\": \"2025-04-17T22:50:28.467Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-17T22:50:30.901Z\", \"action\": \"click_product\", \"action_argument\": \"B07DBY2X24\"}\n{\"timestamp\": \"2025-04-17T22:50:37.707Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-17T22:50:47.491Z\", \"action\": \"input\", \"action_argument\": \"\\u5999\\u754c\\u80a9\\u9888\\u6309\\u6469\\u4eea\"}\n{\"timestamp\": \"2025-04-20T00:02:46.682Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:14.894Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T00:04:19.068Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": 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Eligible for Prime.\", \"asin\": \"B07NHW8Z3N\"},\n{\"title\": \"Go to detail page for \\\"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee.\\\" Rated 4.4 out of 5 stars by 10891 reviews. Eligible for Prime.\", \"asin\": \"B0BP1Q745P\"},\n{\"title\": \"Go to detail page for \\\"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee.\\\" Rated 4.4 out of 5 stars by 10891 reviews. Eligible for Prime.\", \"asin\": \"B07PSMD1M1\"}],\n\"search_results\": [{\"title\": \"with the milk fathers day T-Shirt\", \"asin\": \"B0DP5DP3BM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0765PQ16P\", \"price\": \"$20.97\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"Men's Undershirt Bamboo Rayon Moisture-Wicking V-Neck T-Shirts Stretch Tees for Men, 3 or 5 Pack\", \"asin\": \"B08QJ9ZGTT\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Soft Lightweight Pocket T-Shirts for Men 100% Organic Cotton\", \"asin\": \"B07YBCD11L\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts\", \"asin\": \"B0DXKLQTPX\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PKQGQV\", \"price\": \"$21.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZJXCTS\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Linen Shirts Short Sleeve Casual Shirts Button Down Shirt for Men Beach Summer Wedding Shirt\", \"asin\": \"B0BVB6LQPT\", \"price\": \"$31.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Dress Shirts Solid Long Sleeve Stretch Wrinkle-Free Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B09JFR8HTV\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B002GHC19I\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Bamboo Undershirts Regular Fit V Neck T-Shirts Short Sleeve Crew Neck Tees 3 or 6 Pack\", \"asin\": \"B08YV9T978\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)\", \"asin\": \"B01BJD070O\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts Color 20+\", \"asin\": \"B0D3THVXM1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack\", \"asin\": \"B0DRNYC13B\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Button Down Shirts Short Sleeve Casual Shirts Summer Beach Shirts Vacation Wedding Shirts with Pocket\", \"asin\": \"B0CQLRQCYF\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZSSMVZ\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Polo Shirt Short Sleeve Sports Tactical T-Shirt Athletic Golf Polos Daily Casual Stylish Collared Shirts for Men\", \"asin\": \"B08SM3RNRF\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086KY66PH\", \"price\": \"$16.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DSDQRYD4\", \"price\": \"$70.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ6BDDX\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Stretch Knit Slim Fit Polo Shirts Casual Short Sleeve Ribbed Collar Muscle Golf Shirt\", \"asin\": \"B0DT4G16BV\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts\", \"asin\": \"B0DR8K4QBP\", \"price\": \"$36.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Short Sleeve Solid Stretch Cotton Pique Polo Shirt\", \"asin\": \"B07BN52FT6\", \"price\": \"$25.28\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B0B728NH19\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2ND1BC\", \"price\": \"$24.15\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Cotton Linen Short Sleeve Shirts Casual Lightweight Button Down Shirts Vacation Beach Summer Tops with Pocket\", \"asin\": \"B0C3D5HR1L\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men's Big and Tall Shirts Casual V Neck Short Sleeve Tees Summer Cotton Basic T Shirts Multipack\", \"asin\": \"B0DSFGJCY8\", \"price\": \"$51.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Assorted 5-Pack Solid T-Shirt, Cotton Short Sleeve, Breathable & Tag Free Tees, Mixed Colors, Classic Fit\", \"asin\": \"B0DKF9KL84\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Knit Shirts Short Sleeve Button Down Polo Shirt Fashion Casual Summer Beach Shirts\", \"asin\": \"B0CL6W4BHQ\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking\", \"asin\": \"B08BC4HDS2\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828NJVN3\", \"price\": \"$43.38\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFSNL4\", \"price\": \"$17.46\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's T- Shirts Short Sleeve Knit Sweater Shirt Casual Crewneck Ribbed Pullover Tees\", \"asin\": \"B0DGV42JJM\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$24.80\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Casual Button Down Shirts Short Sleeve Textured Summer Beach Shirt with Pocket\", \"asin\": \"B0CLL2CCJR\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"6 Pack Men's Quick Dry Long Sleeve Shirts UPF 50+ UV Sun Protection SPF Shirt Moisture Wicking T-Shirt for Casual Workout\", \"asin\": \"B0CN2WFJLN\", \"price\": \"$39.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Mens Short Sleeve Casual Button Down Shirts Summer Untucked Dress Shirts with Pocket\", \"asin\": \"B0CW39BXTQ\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Cuban Guayabera Shirt Short Sleeve Button Down Shirts Casual Summer Beach Linen Shirts\", \"asin\": \"B0CJTZLCQ2\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Plaid Button Down Shirts Cotton Long Sleeve Dress Shirts Regular Fit Gingham Shirts\", \"asin\": \"B0C49Y4YXF\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVR856\", \"price\": \"$7.57\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5CP1SQ\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Venice Burnout Notch Neck Tee\", \"asin\": \"B07991CJ18\", \"price\": \"$34.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Heavyweight Crew Neck Short Sleeve Tee\", \"asin\": \"B00B6EDB64\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTWF6DH\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Relaxed Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07DVXFF1D\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Sat, Apr 26 for Prime members\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJL7VX\", \"price\": \"$18.75\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Dress Shirts Stretch Stain Shield Long Sleeve Solid Formal Shirt Business Casual Button Down Shirts\", \"asin\": \"B0CHFGSRLG\", \"price\": \"$19.97\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Mens Solid Oxford Shirt Long Sleeve Dress Shirt Work Casual Button Down Shirts with Pocket\", \"asin\": \"B0B28STDWH\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B077ZJC1N9\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B093RZQLVX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"5 Pack Mens Polo Shirt Short Sleeve Sports Golf Tennis T-Shirt Moisture-Wicking Summer Shirts\", \"asin\": \"B09MHGMVNZ\", \"price\": \"$63.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B0746P1KNB\", \"price\": \"$12.90\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Polo\", \"asin\": \"B0D1H1KXML\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B076124BKM\", \"price\": \"$10.42\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Denim Button Down Shirt\", \"asin\": \"B000UZDN5E\", \"price\": \"$30.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0C5S44KMD\", \"price\": \"$4.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's Fishing Graphic Tee, Performance Short Sleeve, Quick-Dry\", \"asin\": \"B0C6WGYY2B\", \"price\": \"$22.68\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Long Sleeve Button Up Shirts Solid Slim Fit Casual Business Formal Dress Shirt\", \"asin\": \"B094Z7FCDJ\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mens Casual Hawaiian Floral Shirts Short Sleeve Button Down Tropical Shirts Beach Summer Shirts\", \"asin\": \"B08D3PQ36Z\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Men's Loose Fit Midweight Chambray ShortSleeve Shirt\", \"asin\": \"B083XVQP7Z\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's Solid Deck Shirt\", \"asin\": \"B07HRBN332\", \"price\": \"$28.51\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T06:04:55.829Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-05T17:30:43.772Z\", \"action\": \"input\", \"action_argument\": \"\\u9c7c\\u7f38\"}\n{\"timestamp\": \"2025-05-05T17:30:43.998Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:56:41.886Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-05-07T14:56:41.886Z
click
nav_bar
rule
2025-05-07T14:56:41.886Z
train
2,856
2025-05-07T14:56:41.886Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"} {"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"} {"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"} {"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T14:14:37.980Z", "action": "input", "action_argument": "Baby Wipes Sensitive"} {"timestamp": "2025-04-20T14:14:38.237Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:14:42.108Z", "action": "click_product", "action_argument": "B07XMFVN95"} {"timestamp": "2025-04-20T14:15:34.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T14:15:36.655Z", "action": "purchase", "action_argument": "B07XMFVN95"} {"timestamp": "2025-04-28T14:03:23.312Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-28T14:04:43.224Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-28T14:04:47.977Z", "action": "purchase", "action_argument": "B0D3YRB8ZW"} {"timestamp": "2025-05-03T18:50:42.591Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-03T18:51:36.990Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-05-03T18:52:06.134Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-05-05T17:30:43.772Z", "action": "input", "action_argument": "\u9c7c\u7f38"} {"timestamp": "2025-05-05T17:30:43.998Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T14:56:41.886Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2856, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-05T17:30:43.772Z\", \"action\": \"input\", \"action_argument\": \"\\u9c7c\\u7f38\"}\n{\"timestamp\": \"2025-05-05T17:30:43.998Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:56:41.886Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-05T17:30:43.772Z\", \"action\": \"input\", \"action_argument\": \"\\u9c7c\\u7f38\"}\n{\"timestamp\": \"2025-05-05T17:30:43.998Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"30\\u5305\\u59dc\\u8349\\u672c\\u8db3\\u6d74\\u6c34\\u7597 - 900g\\u5929\\u7136\\u690d\\u7269\\u6df7\\u5408\\u7269\\u4e0e\\u827e\\u8349\\u548c\\u85cf\\u7ea2\\u82b1\\uff0c\\u5bb6\\u5ead\\u5065\\u5eb7\\u7a0b\\u5e8f\\u7684\\u653e\\u677e\\u9999\\u85b0\\u6d74\\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"29.90 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking \\u952e\\u76d8\\u4e13\\u4e1a\\u7ecf\\u5178\\uff08\\u6709\\u7ebf\\u3001USB-C\\u3001Mac\\u3001Windows\\u3001\\u767d\\u8272\\u3001\\u6253\\u5370\\uff09\\u63d0\\u4f9b 2 \\u5e74\\u63d0\\u524d\\u66f4\\u6362\\u4fdd\\u4fee\", \"asin\": \"B083MW6QVX\", \"price\": \"241.00 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"10\\u5305\\u8f6f\\u5c0f\\u9762\\u5dfe\\u7eb8\\uff0c\\u4e00\\u6b21\\u6027\\u9762\\u5dfe\\u7eb8\\uff0c\\u6728\\u6d46\\u7ea4\\u7ef4\\u6750\\u6599\\u975e\\u68c9\\uff0c\\u9762\\u5dfe\\uff0c\\u767d\\u8272\\u9762\\u5dfe\\u7eb8\\uff0c4\\u5c42\\uff0c10\\u5305\\uff0c\\u6bcf\\u5305280\\u5f20\\uff0c\\u51712800\\u5f20\", \"asin\": \"B0BJV57QW7\", \"price\": \"19.97 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT\\u534a\\u52a0\\u4ed1\\u6c34\\u74f6\\u5e26\\u65f6\\u95f4\\u6807\\u8bb0 - \\u5438\\u7ba1\\u548c\\u676f\\u76d6 - \\u6fc0\\u52b164\\u76ce\\u53f8BPA\\u514d\\u8d39B\\u6e10\\u53d8\\u6c34\\u58f6\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"24.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE \\u667a\\u80fd\\u4f53\\u91cd\\u79e4 8 \\u7535\\u6781\\u6570\\u5b57\\u4f53\\u91cd\\u79e4 \\u4f53\\u8102\\u6d74\\u5ba4\\u79e4\\uff0c\\u5e26 BMI \\u5168\\u8eab\\u6210\\u5206\\u5206\\u6790\\uff0c\\u5e26\\u84dd\\u7259\\u5065\\u5eb7\\u76d1\\u6d4b\\u5668\\u51cf\\u80a5\\uff0c400 \\u78c5\", \"asin\": \"B0CYBPMHPX\", \"price\": \"69.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"\\u51e1\\u58eb\\u6797\\u6df1\\u5c42\\u62a4\\u7406\\u65e0\\u9999\\u9ad8\\u7ea7\\u4fee\\u590d\\u8eab\\u4f53\\u5316\\u5986\\u6c34 - \\u8d85\\u4fdd\\u6e7f\\u8102\\u8d28\\uff0c\\u9002\\u7528\\u4e8e\\u6781\\u5ea6\\u5e72\\u71e5\\u7684\\u76ae\\u80a4\\uff0c20.3\\u76ce\\u53f8\\uff0c3\\u5305\\u3002\", \"asin\": \"B01HTJTV40\", \"price\": \"20.94 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's\\u8d85\\u7ea7\\u9762\\u971c\\uff0c\\u542b\\u67094.5%\\u7684\\u89d2\\u9ca8\\u70f7\\uff0c\\u4ee5\\u589e\\u5f3a\\u76ae\\u80a4\\u7684\\u6c34\\u5206\\u5c4f\\u969c\\uff0c\\u4f7f\\u76ae\\u80a4\\u611f\\u89c9\\u66f4\\u67d4\\u8f6f\\u3001\\u66f4\\u5149\\u6ed1\\uff0c\\u6301\\u4e45\\u4fdd\\u6e7f\\uff0c\\u6613\\u4e8e\\u5feb\\u901f\\u5438\\u6536\\uff0c\\u9002\\u5408\\u6240\\u6709\\u80a4\\u8d28 - 1.7\\u6db2\\u4f53\\u76ce\\u53f8\", \"asin\": \"B004JVSGWU\", \"price\": \"29.25 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York\\u82a6\\u82c7\\u9999\\u85b0\\u5668\\uff0c\\u91ce\\u751f\\u8584\\u8377\\u548c\\u6849\\u6811 - 5.9\\u6db2\\u4f53\\u76ce\\u53f8 - \\u9999\\u5473\\u957f\\u8fbe90\\u5929 - \\u53ef\\u91cd\\u590d\\u4f7f\\u7528\\uff0c\\u53ef\\u518d\\u586b\\u5145\\u7684\\u73bb\\u7483\\u67b6 - \\u5305\\u62ec8\\u6839\\u5168\\u5929\\u7136\\u82a6\\u82c7\\u68d2 - \\u65e0\\u706b\", \"asin\": \"B08VCF6QZ1\", \"price\": \"62.00 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"\\u4e50\\u4e8b\\u85af\\u7247\\uff0c\\u7ecf\\u5178\\uff0c1 \\u76ce\\u53f8\\uff0840 \\u5305\\uff09\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$52.50\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$99.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09QRM3TBK\"},\n{\"title\": \"YESIIW \\u7537\\u58eb\\u8d85\\u8584\\u94b1\\u5305 - 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\\u9700\\u8981\\u66f4\\u6362\\uff1f\\u6ca1\\u5173\\u7cfb\\u3002\\u575a\\u56fa\\u7684\\u5185\\u90e8\\u673a\\u6784\\u548c\\u4f18\\u8d28\\u6750\\u6599\\u8ba9\\u60a8\\u7684\\u94b1\\u5305\\u7ecf\\u4e45\\u8010\\u7528\\u3002\\u5982\\u679c\\u60a8\\u6709\\u4efb\\u4f55\\u7591\\u95ee\\u6216\\u9700\\u8981\\u4efb\\u4f55\\u5e2e\\u52a9\\uff0c\\u8bf7\\u4e0e\\u6211\\u4eec\\u8054\\u7cfb\\u3002\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"\\u989c\\u8272\\uff1a\": \"B01-\\u9ed1\\u8272\"}],\n\"promotion_items\": [{\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Gunmetal Titanium)\", \"asin\": \"B0CGGKWD8L\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Air Wallet, Minimalist Wallet with Built in Airtag Chip, RFID Blocking Credit Card Holder, Slim Wallet For Men, Compatible with Apple Find My iOS Only, Detachable Money Clip (Army green)\", \"asin\": \"B0D1K7P2C5\", \"price\": \"19.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"VULKIT Pop Up Wallet, Slim Minimalist Credit Card Holder For Men and Women RFID Blocking Mini Metal Case\", \"asin\": \"B07T7MX3M5\", \"price\": \"14.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"SEMORID Slim Aluminum Card Holder Wallet for Men, Durable Expandable Backplate, RFID Blocking Minimalist Metal Pop Up Wallet, Holds 12+ Cards Plus Cash (Black)\", \"asin\": \"B0D8PS9MQ2\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)\", \"asin\": \"B09XQLH2BR\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"16.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"35.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)\", \"asin\": \"B0CJMM4NJQ\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)\", \"asin\": \"B0BNMD4K12\", \"price\": \"14.88 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"35.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder\", \"asin\": \"B0D9YS69TN\", \"price\": \"9.98 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)\", \"asin\": \"B0C3DZGRQ7\", \"price\": \"39.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"16.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)\", \"asin\": \"B089LHWNPR\", \"price\": \"14.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box\", \"asin\": \"B09M3Y8QZY\", \"price\": \"10.98 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:59:11.112Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-05-07T14:59:11.112Z
click
review
rule
2025-05-07T14:59:11.112Z
train
2,857
2025-05-07T14:59:11.112Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"} {"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"} {"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"} {"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", 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{"timestamp": "2025-05-03T18:52:06.134Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-05-05T17:30:43.772Z", "action": "input", "action_argument": "\u9c7c\u7f38"} {"timestamp": "2025-05-05T17:30:43.998Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-07T14:56:41.886Z", "action": "click", "action_argument": "nav_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. 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9-13 Card Capacitiy, ID Window, Money Clip (Brown)", "asin": "B0D2GRYLL8", "price": "36.99 \u7f8e\u5143", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "26.97 \u7f8e\u5143", "quantity": ""}, {"title": "Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)", "asin": "B09XQLH2BR", "price": "39.99 \u7f8e\u5143", "quantity": ""}, {"title": "typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)", "asin": "B0D2GRYLL8", "price": "36.99 \u7f8e\u5143", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "36.99 \u7f8e\u5143", "quantity": ""}, {"title": "RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories", "asin": "B0DTFY8PJT", "price": "16.99 \u7f8e\u5143", "quantity": ""}, {"title": "typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)", "asin": "B0D5R93Z4Y", "price": "35.99 \u7f8e\u5143", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "12.99 \u7f8e\u5143", "quantity": ""}, {"title": "Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)", "asin": "B0CJMM4NJQ", "price": "39.99 \u7f8e\u5143", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "12.99 \u7f8e\u5143", "quantity": ""}, {"title": "GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)", "asin": "B0BNMD4K12", "price": "14.88 \u7f8e\u5143", "quantity": ""}, {"title": "typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)", "asin": "B0D5R93Z4Y", "price": "35.99 \u7f8e\u5143", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "26.97 \u7f8e\u5143", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "36.99 \u7f8e\u5143", "quantity": ""}, {"title": "Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder", "asin": "B0D9YS69TN", "price": "9.98 \u7f8e\u5143", "quantity": ""}, {"title": "Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)", "asin": "B0C3DZGRQ7", "price": "39.99 \u7f8e\u5143", "quantity": ""}, {"title": "RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories", "asin": "B0DTFY8PJT", "price": "16.99 \u7f8e\u5143", "quantity": ""}, {"title": "VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)", "asin": "B089LHWNPR", "price": "14.99 \u7f8e\u5143", "quantity": ""}, {"title": "RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box", "asin": "B09M3Y8QZY", "price": "10.98 \u7f8e\u5143", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "26.97 \u7f8e\u5143", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "36.99 \u7f8e\u5143", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "12.99 \u7f8e\u5143", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T14:59:11.112Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2857, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-05T17:30:43.772Z\", \"action\": \"input\", \"action_argument\": \"\\u9c7c\\u7f38\"}\n{\"timestamp\": \"2025-05-05T17:30:43.998Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"30\\u5305\\u59dc\\u8349\\u672c\\u8db3\\u6d74\\u6c34\\u7597 - 900g\\u5929\\u7136\\u690d\\u7269\\u6df7\\u5408\\u7269\\u4e0e\\u827e\\u8349\\u548c\\u85cf\\u7ea2\\u82b1\\uff0c\\u5bb6\\u5ead\\u5065\\u5eb7\\u7a0b\\u5e8f\\u7684\\u653e\\u677e\\u9999\\u85b0\\u6d74\\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"29.90 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking \\u952e\\u76d8\\u4e13\\u4e1a\\u7ecf\\u5178\\uff08\\u6709\\u7ebf\\u3001USB-C\\u3001Mac\\u3001Windows\\u3001\\u767d\\u8272\\u3001\\u6253\\u5370\\uff09\\u63d0\\u4f9b 2 \\u5e74\\u63d0\\u524d\\u66f4\\u6362\\u4fdd\\u4fee\", \"asin\": \"B083MW6QVX\", \"price\": \"241.00 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"10\\u5305\\u8f6f\\u5c0f\\u9762\\u5dfe\\u7eb8\\uff0c\\u4e00\\u6b21\\u6027\\u9762\\u5dfe\\u7eb8\\uff0c\\u6728\\u6d46\\u7ea4\\u7ef4\\u6750\\u6599\\u975e\\u68c9\\uff0c\\u9762\\u5dfe\\uff0c\\u767d\\u8272\\u9762\\u5dfe\\u7eb8\\uff0c4\\u5c42\\uff0c10\\u5305\\uff0c\\u6bcf\\u5305280\\u5f20\\uff0c\\u51712800\\u5f20\", \"asin\": \"B0BJV57QW7\", \"price\": \"19.97 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT\\u534a\\u52a0\\u4ed1\\u6c34\\u74f6\\u5e26\\u65f6\\u95f4\\u6807\\u8bb0 - \\u5438\\u7ba1\\u548c\\u676f\\u76d6 - \\u6fc0\\u52b164\\u76ce\\u53f8BPA\\u514d\\u8d39B\\u6e10\\u53d8\\u6c34\\u58f6\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"24.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE \\u667a\\u80fd\\u4f53\\u91cd\\u79e4 8 \\u7535\\u6781\\u6570\\u5b57\\u4f53\\u91cd\\u79e4 \\u4f53\\u8102\\u6d74\\u5ba4\\u79e4\\uff0c\\u5e26 BMI \\u5168\\u8eab\\u6210\\u5206\\u5206\\u6790\\uff0c\\u5e26\\u84dd\\u7259\\u5065\\u5eb7\\u76d1\\u6d4b\\u5668\\u51cf\\u80a5\\uff0c400 \\u78c5\", \"asin\": \"B0CYBPMHPX\", \"price\": \"69.99 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"\\u51e1\\u58eb\\u6797\\u6df1\\u5c42\\u62a4\\u7406\\u65e0\\u9999\\u9ad8\\u7ea7\\u4fee\\u590d\\u8eab\\u4f53\\u5316\\u5986\\u6c34 - \\u8d85\\u4fdd\\u6e7f\\u8102\\u8d28\\uff0c\\u9002\\u7528\\u4e8e\\u6781\\u5ea6\\u5e72\\u71e5\\u7684\\u76ae\\u80a4\\uff0c20.3\\u76ce\\u53f8\\uff0c3\\u5305\\u3002\", \"asin\": \"B01HTJTV40\", \"price\": \"20.94 \\u7f8e\\u5143\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's\\u8d85\\u7ea7\\u9762\\u971c\\uff0c\\u542b\\u67094.5%\\u7684\\u89d2\\u9ca8\\u70f7\\uff0c\\u4ee5\\u589e\\u5f3a\\u76ae\\u80a4\\u7684\\u6c34\\u5206\\u5c4f\\u969c\\uff0c\\u4f7f\\u76ae\\u80a4\\u611f\\u89c9\\u66f4\\u67d4\\u8f6f\\u3001\\u66f4\\u5149\\u6ed1\\uff0c\\u6301\\u4e45\\u4fdd\\u6e7f\\uff0c\\u6613\\u4e8e\\u5feb\\u901f\\u5438\\u6536\\uff0c\\u9002\\u5408\\u6240\\u6709\\u80a4\\u8d28 - 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Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box\", \"asin\": \"B09M3Y8QZY\", \"price\": \"10.98 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"26.97 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"36.99 \\u7f8e\\u5143\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"12.99 \\u7f8e\\u5143\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:59:11.112Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-05T17:30:43.772Z\", \"action\": \"input\", \"action_argument\": \"\\u9c7c\\u7f38\"}\n{\"timestamp\": \"2025-05-05T17:30:43.998Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T14:59:11.112Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$241.00\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$69.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$29.25\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$52.50\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$99.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09QRM3TBK\"},\n{\"title\": \"YESIIW Ultra-slim Wallet for Men - Pop up Card Holder Mens Wallet with RFID Protection Minimalist Metal Wallets Billeteras de Hombres Gifts for Men Dad Husband Boyfriend Black\"},\n{\"price\": \"$15.89\"},\n{\"bullet_list\": \"Convenient card holder - Based on 10000 questionnaires, 365 times human biomechanics testing, 245 times visual effects optimization, top 100 products research and improvement. Our pop up design brings unparalleled ease. With a simple pop-up button, access your bank cards effortlessly, saving you time and frustration. Say goodbye to fumbling and hello to smooth, seamless transactions. RFID & NFC Blocking Wallet - Your peace of mind is our priority. Crafted with top-quality materials and reinforced stitching, our rfid wallet for men ensures durability and longevity. Your valuable cards and cash stay securely in place, protected from potential mishaps. Slim & Trendy Wallet - Style matters, and we've got you covered. Our men wallet is slim and fashionable, designed to fit perfectly in any pocket. Say farewell to bulky pockets and embrace a sleek accessory that feels like a dream. Contemporary aesthetics make our small wallet the perfect complement to your style, adding a touch of sophistication to your everyday carry. Ideal Thin Wallet - Whether you're jet-setting around the world or just tackling a daily day, our credit card holder is the ultimate companion. Compact and lightweight, it's perfect for any adventure. Wherever life takes you, carry your essentials with ease and style, keeping your valuables secure and your travels hassle-free. Additional Phone Card Holder - Not just a slim wallet, it's a multitasker! Attach the multifunctional card holder to your phone, car, desk, fridge, or any other place you need extra storage. Our minimalist wallet for men easily holds debit cards, ID, cash, earphones, keys, notes, coins, and even gum. Quality Service - Need a replacement? No problem. The sturdy inner mechanism and premium materials make your wallet last for a long time. If you have any queries or need any assistance please get in touch with us.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"B01-Black\"}],\n\"promotion_items\": [{\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Gunmetal Titanium)\", \"asin\": \"B0CGGKWD8L\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Air Wallet, Minimalist Wallet with Built in Airtag Chip, RFID Blocking Credit Card Holder, Slim Wallet For Men, Compatible with Apple Find My iOS Only, Detachable Money Clip (Army green)\", \"asin\": \"B0D1K7P2C5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"VULKIT Pop Up Wallet, Slim Minimalist Credit Card Holder For Men and Women RFID Blocking Mini Metal Case\", \"asin\": \"B07T7MX3M5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"SEMORID Slim Aluminum Card Holder Wallet for Men, Durable Expandable Backplate, RFID Blocking Minimalist Metal Pop Up Wallet, Holds 12+ Cards Plus Cash (Black)\", \"asin\": \"B0D8PS9MQ2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n{\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)\", \"asin\": \"B09XQLH2BR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)\", \"asin\": \"B0CJMM4NJQ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)\", \"asin\": \"B0BNMD4K12\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder\", \"asin\": \"B0D9YS69TN\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)\", \"asin\": \"B0C3DZGRQ7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)\", \"asin\": \"B089LHWNPR\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box\", \"asin\": \"B09M3Y8QZY\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:59:18.137Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-05-07T14:59:18.137Z
click
cart_side_bar
rule
2025-05-07T14:59:18.137Z
train
2,858
2025-05-07T14:59:18.137Z
click
cart_side_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"} {"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"} {"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"} {"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T14:14:37.980Z", "action": "input", "action_argument": "Baby Wipes Sensitive"} {"timestamp": "2025-04-20T14:14:38.237Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:14:42.108Z", "action": "click_product", "action_argument": "B07XMFVN95"} {"timestamp": "2025-04-20T14:15:34.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T14:15:36.655Z", "action": "purchase", "action_argument": "B07XMFVN95"} {"timestamp": "2025-04-28T14:03:23.312Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-28T14:04:43.224Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-28T14:04:47.977Z", "action": "purchase", "action_argument": "B0D3YRB8ZW"} {"timestamp": "2025-05-03T18:50:42.591Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-03T18:51:36.990Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-05-03T18:52:06.134Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-05-05T17:30:43.772Z", "action": "input", "action_argument": "\u9c7c\u7f38"} {"timestamp": "2025-05-05T17:30:43.998Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-07T14:56:41.886Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-07T14:59:11.112Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$241.00", "quantity": "1"}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$69.99", "quantity": "1"}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$29.25", "quantity": "1"}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$21.86", "quantity": "1"}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.94", "quantity": "1"}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$52.50", "quantity": "1"}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$109.00", "quantity": "1"}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$5.97", "quantity": "1"}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$99.99", "quantity": "1"}], "product_details": [{"asin": "B09QRM3TBK"}, {"title": "YESIIW Ultra-slim Wallet for Men - Pop up Card Holder Mens Wallet with RFID Protection Minimalist Metal Wallets Billeteras de Hombres Gifts for Men Dad Husband Boyfriend Black"}, {"price": "$15.89"}, {"bullet_list": "Convenient card holder - Based on 10000 questionnaires, 365 times human biomechanics testing, 245 times visual effects optimization, top 100 products research and improvement. Our pop up design brings unparalleled ease. With a simple pop-up button, access your bank cards effortlessly, saving you time and frustration. Say goodbye to fumbling and hello to smooth, seamless transactions. RFID & NFC Blocking Wallet - Your peace of mind is our priority. Crafted with top-quality materials and reinforced stitching, our rfid wallet for men ensures durability and longevity. Your valuable cards and cash stay securely in place, protected from potential mishaps. Slim & Trendy Wallet - Style matters, and we've got you covered. Our men wallet is slim and fashionable, designed to fit perfectly in any pocket. Say farewell to bulky pockets and embrace a sleek accessory that feels like a dream. Contemporary aesthetics make our small wallet the perfect complement to your style, adding a touch of sophistication to your everyday carry. Ideal Thin Wallet - Whether you're jet-setting around the world or just tackling a daily day, our credit card holder is the ultimate companion. Compact and lightweight, it's perfect for any adventure. Wherever life takes you, carry your essentials with ease and style, keeping your valuables secure and your travels hassle-free. Additional Phone Card Holder - Not just a slim wallet, it's a multitasker! Attach the multifunctional card holder to your phone, car, desk, fridge, or any other place you need extra storage. Our minimalist wallet for men easily holds debit cards, ID, cash, earphones, keys, notes, coins, and even gum. Quality Service - Need a replacement? No problem. The sturdy inner mechanism and premium materials make your wallet last for a long time. If you have any queries or need any assistance please get in touch with us."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "B01-Black"}], "promotion_items": [{"title": "Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Gunmetal Titanium)", "asin": "B0CGGKWD8L", "price": "$39.99", "quantity": ""}, {"title": "Air Wallet, Minimalist Wallet with Built in Airtag Chip, RFID Blocking Credit Card Holder, Slim Wallet For Men, Compatible with Apple Find My iOS Only, Detachable Money Clip (Army green)", "asin": "B0D1K7P2C5", "price": "$19.99", "quantity": ""}, {"title": "VULKIT Pop Up Wallet, Slim Minimalist Credit Card Holder For Men and Women RFID Blocking Mini Metal Case", "asin": "B07T7MX3M5", "price": "$14.99", "quantity": ""}, {"title": "SEMORID Slim Aluminum Card Holder Wallet for Men, Durable Expandable Backplate, RFID Blocking Minimalist Metal Pop Up Wallet, Holds 12+ Cards Plus Cash (Black)", "asin": "B0D8PS9MQ2", "price": "$12.99", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "$26.97", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "$12.99", "quantity": ""}, {"title": "typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)", "asin": "B0D2GRYLL8", "price": "$36.99", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "$26.97", "quantity": ""}, {"title": "Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)", "asin": "B09XQLH2BR", "price": "$39.99", "quantity": ""}, {"title": "typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)", "asin": "B0D2GRYLL8", "price": "$36.99", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "$36.99", "quantity": ""}, {"title": "RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories", "asin": "B0DTFY8PJT", "price": "$16.99", "quantity": ""}, {"title": "typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)", "asin": "B0D5R93Z4Y", "price": "$35.99", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "$12.99", "quantity": ""}, {"title": "Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)", "asin": "B0CJMM4NJQ", "price": "$39.99", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "$12.99", "quantity": ""}, {"title": "GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)", "asin": "B0BNMD4K12", "price": "$14.88", "quantity": ""}, {"title": "typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)", "asin": "B0D5R93Z4Y", "price": "$35.99", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "$26.97", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "$36.99", "quantity": ""}, {"title": "Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder", "asin": "B0D9YS69TN", "price": "$9.98", "quantity": ""}, {"title": "Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)", "asin": "B0C3DZGRQ7", "price": "$39.99", "quantity": ""}, {"title": "RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories", "asin": "B0DTFY8PJT", "price": "$16.99", "quantity": ""}, {"title": "VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)", "asin": "B089LHWNPR", "price": "$14.99", "quantity": ""}, {"title": "RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box", "asin": "B09M3Y8QZY", "price": "$10.98", "quantity": ""}, {"title": "Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)", "asin": "B091JH8P34", "price": "$26.97", "quantity": ""}, {"title": "umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet", "asin": "B0BQMCXQSP", "price": "$36.99", "quantity": ""}, {"title": "AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)", "asin": "B0BYPCTQVW", "price": "$12.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T14:59:18.137Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>", "index": 2858, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-05T17:30:43.772Z\", \"action\": \"input\", \"action_argument\": \"\\u9c7c\\u7f38\"}\n{\"timestamp\": \"2025-05-05T17:30:43.998Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T14:59:11.112Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$241.00\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$69.99\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$29.25\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$21.86\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$52.50\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$109.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$99.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B09QRM3TBK\"},\n{\"title\": \"YESIIW Ultra-slim Wallet for Men - Pop up Card Holder Mens Wallet with RFID Protection Minimalist Metal Wallets Billeteras de Hombres Gifts for Men Dad Husband Boyfriend Black\"},\n{\"price\": \"$15.89\"},\n{\"bullet_list\": \"Convenient card holder - Based on 10000 questionnaires, 365 times human biomechanics testing, 245 times visual effects optimization, top 100 products research and improvement. Our pop up design brings unparalleled ease. With a simple pop-up button, access your bank cards effortlessly, saving you time and frustration. Say goodbye to fumbling and hello to smooth, seamless transactions. RFID & NFC Blocking Wallet - Your peace of mind is our priority. Crafted with top-quality materials and reinforced stitching, our rfid wallet for men ensures durability and longevity. Your valuable cards and cash stay securely in place, protected from potential mishaps. Slim & Trendy Wallet - Style matters, and we've got you covered. Our men wallet is slim and fashionable, designed to fit perfectly in any pocket. Say farewell to bulky pockets and embrace a sleek accessory that feels like a dream. Contemporary aesthetics make our small wallet the perfect complement to your style, adding a touch of sophistication to your everyday carry. Ideal Thin Wallet - Whether you're jet-setting around the world or just tackling a daily day, our credit card holder is the ultimate companion. Compact and lightweight, it's perfect for any adventure. Wherever life takes you, carry your essentials with ease and style, keeping your valuables secure and your travels hassle-free. Additional Phone Card Holder - Not just a slim wallet, it's a multitasker! Attach the multifunctional card holder to your phone, car, desk, fridge, or any other place you need extra storage. Our minimalist wallet for men easily holds debit cards, ID, cash, earphones, keys, notes, coins, and even gum. Quality Service - Need a replacement? No problem. The sturdy inner mechanism and premium materials make your wallet last for a long time. If you have any queries or need any assistance please get in touch with us.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"B01-Black\"}],\n\"promotion_items\": [{\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Gunmetal Titanium)\", \"asin\": \"B0CGGKWD8L\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Air Wallet, Minimalist Wallet with Built in Airtag Chip, RFID Blocking Credit Card Holder, Slim Wallet For Men, Compatible with Apple Find My iOS Only, Detachable Money Clip (Army green)\", \"asin\": \"B0D1K7P2C5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"VULKIT Pop Up Wallet, Slim Minimalist Credit Card Holder For Men and Women RFID Blocking Mini Metal Case\", \"asin\": \"B07T7MX3M5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"SEMORID Slim Aluminum Card Holder Wallet for Men, Durable Expandable Backplate, RFID Blocking Minimalist Metal Pop Up Wallet, Holds 12+ Cards Plus Cash (Black)\", \"asin\": \"B0D8PS9MQ2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n{\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Army Green)\", \"asin\": \"B09XQLH2BR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"typecase Tactical Wallet for Men Card Holder: Pop Up Card Case, Genuine Leather, Smart, RFID Blocking, Slim, Minimalist, Thin, Front Pocket - 9-13 Card Capacitiy, ID Window, Money Clip (Brown)\", \"asin\": \"B0D2GRYLL8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Mountain Voyage Co Minimalist Cash Strap Wallet - Slim RFID Blocking Wallet for Men & Women - Scratch Resistant, Credit Card Holder, Easily Removable Money & Cards, Aluminium Wallet (Tumbled Titanium)\", \"asin\": \"B0CJMM4NJQ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"GSOIAX Slim Leather RFID Bifold Wallet for Men Minimalist Front Pocket Wallet with Money Clip,12 Card Slots,ID Window,Cool Groove Design,Includes Gift Box(Carbon blue)\", \"asin\": \"B0BNMD4K12\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"typecase Wallet for Men: Rfid-blocking with Money Clip Slim Leather Bifold ID Window Smart Pop Up Card Case Front Pocket Wallet with Gift Box (Carbon Fiber Black)\", \"asin\": \"B0D5R93Z4Y\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Smart Card Wallet for Men Slim: Minimalist Wallet For Men - RFID Blocking Pop Up Front Pocket Wallet, Metal Wallet 11 Card Holder\", \"asin\": \"B0D9YS69TN\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Mountain Voyage Co Minimalist Wallet for Men & Women - Slim RFID Wallet, Scratch Resistant, Credit Card Holder & Money Clip, Easily Removable Money & Cards, (Matte Orange)\", \"asin\": \"B0C3DZGRQ7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"RUNBOX Slim Card Holder Wallet for Men, Minimalist RFID Blocking Wallet with Pop-Up Function, Ultra-Thin Design, Metal Business Card Cases holds 12+ Cards, Gifts for Men, Men's Accessories\", \"asin\": \"B0DTFY8PJT\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"VULKIT Card Holder with Money Pocket Pop Up Wallet RFID Blocking Slim Metal Bank Card Case Holds 5 Cards and Notes(Black)\", \"asin\": \"B089LHWNPR\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"RUNBOX Slim Wallets for Men - Leather Money Clip Mens Wallet - RFID Blocking Front Pocket Bifold Wallet - Thin Credit Card Holder with Gift Box\", \"asin\": \"B09M3Y8QZY\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"Hayvenhurst Wallet For Men - Reinvented Design Men's Wallet - Slim, Minimalistic & Seamless, Blocks RFID Scanners with a Money Clip (Carbon Fiber)\", \"asin\": \"B091JH8P34\", \"price\": \"$26.97\", \"quantity\": \"\"},\n{\"title\": \"umoven Wallet for Men - with Money Clip Slim Leather Slots Credit Card Holder RFID Blocking Bifold Minimalist Wallet\", \"asin\": \"B0BQMCXQSP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"AUTLEY Slim Card Holder, Minimalist Pop Up Wallet for Men, RFID Blocking Mens Wallet with Cash Band (Black)\", \"asin\": \"B0BYPCTQVW\", \"price\": \"$12.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:59:18.137Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-05T17:30:43.772Z\", \"action\": \"input\", \"action_argument\": \"\\u9c7c\\u7f38\"}\n{\"timestamp\": \"2025-05-05T17:30:43.998Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T14:59:11.112Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:59:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Frito Lay Party Mix Variety Pack, (Pack of 40)\", \"asin\": \"B076H2J9TZ\", \"price\": \"$22.43\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$19.50\", \"quantity\": \"\"},\n{\"title\": \"Vaseline Intensive Care Cocoa Radiant For Glowing Skin 3 Count Body Gel Oil Body Oil Made with 100% Pure Cocoa Butter + Replenishing Oils 6.8oz\", \"asin\": \"/promo/A3LTKBC3EH1HHT\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"NEST New York Scented Classic Candle, Wild Mint & Eucalyptus - 8.1 oz - Up to 60-Hour Burn Time - Reusable Glass Vessel\", \"asin\": \"B08VC89HHW\", \"price\": \"$48.00\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Kensington Expert Wireless Trackball Mouse (K72359WW) Black, 3.5\\\" x 6.1\\\" x 8\\\"\", \"asin\": \"B01936N73I\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash 3 Count with Pump Sensitive Skin Hypoallergenic, Paraben-Free, Sulfate-Free, Cruelty-Free, Moisturizing Skin Cleanser Effectively Washes Away Bacteria While Nourishing Skin 30.6 oz\", \"asin\": \"B0BVBYQGTW\", \"price\": \"$32.91\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"af304222\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls\", \"asin\": \"B0CGWF2BRF\", \"price\": \"$6.31\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A2FS6ZKNWOYBE9\", \"price\": \"$10.97\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"Two-Day FREE delivery Fri, May 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Two-Day FREE delivery Fri, May 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"Two-Day FREE delivery Fri, May 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Sat, May 10 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery May 13 - 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery May 13 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"options\": []},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$176.00\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": []},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:00:00.368Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-05-07T15:00:00.368Z
click
quantity
rule
2025-05-07T15:00:00.368Z
train
2,859
2025-05-07T15:00:00.368Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-20T00:04:32.784Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:04:40.906Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:40.942Z", "action": "click", "action_argument": "cart_page_select"} {"timestamp": "2025-04-20T00:04:42.099Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-20T00:05:06.004Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-20T00:05:11.911Z", "action": "purchase", "action_argument": "B00XKXN8RQ, B00XKXKG94"} {"timestamp": "2025-04-20T05:58:54.535Z", "action": "input", "action_argument": "\u9ad8\u9886\u6bdb\u8863"} {"timestamp": "2025-04-20T05:58:54.945Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T05:59:08.848Z", "action": "click_product", "action_argument": "B0D95FMZ3G"} {"timestamp": "2025-04-20T05:59:12.097Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T06:02:29.206Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:29.485Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:33.402Z", "action": "input", "action_argument": "\u886c\u886b \u4e1d\u7ef8"} {"timestamp": "2025-04-20T06:02:38.878Z", "action": "input", "action_argument": "\u886c\u886b"} {"timestamp": "2025-04-20T06:02:39.112Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:02:44.299Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:44.830Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:48.254Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:02:52.076Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:05.766Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:03:06.040Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:12.001Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:12.844Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:03:37.104Z", "action": "input", "action_argument": "shirt silver"} {"timestamp": "2025-04-20T06:03:38.959Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:49.386Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:03:50.864Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:03:51.205Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:04.326Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:06.039Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:14.914Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.077Z", "action": "input", "action_argument": "shirt silk"} {"timestamp": "2025-04-20T06:04:15.122Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:16.690Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:17.880Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:18.206Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:24.104Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:26.603Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:30.575Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-20T06:04:43.706Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:43.802Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-20T06:04:49.593Z", "action": "input", "action_argument": "shirt for men"} {"timestamp": "2025-04-20T06:04:49.939Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T06:04:55.425Z", "action": "input", "action_argument": "shirt"} {"timestamp": "2025-04-20T06:04:55.829Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:41.979Z", "action": "input", "action_argument": "\u773c\u7528\u6e7f\u5dfe"} {"timestamp": "2025-04-20T14:13:42.190Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:49.255Z", "action": "input", "action_argument": "\u6e7f\u5dfe"} {"timestamp": "2025-04-20T14:13:49.509Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:13:57.346Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T14:14:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-20T14:14:37.980Z", "action": "input", "action_argument": "Baby Wipes Sensitive"} {"timestamp": "2025-04-20T14:14:38.237Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-20T14:14:42.108Z", "action": "click_product", "action_argument": "B07XMFVN95"} {"timestamp": "2025-04-20T14:15:34.925Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-20T14:15:36.655Z", "action": "purchase", "action_argument": "B07XMFVN95"} {"timestamp": "2025-04-28T14:03:23.312Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-28T14:04:43.224Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-28T14:04:47.977Z", "action": "purchase", "action_argument": "B0D3YRB8ZW"} {"timestamp": "2025-05-03T18:50:42.591Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-03T18:51:36.990Z", "action": "click_product", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-05-03T18:52:06.134Z", "action": "purchase", "action_argument": "B0CDBYFH81"} {"timestamp": "2025-05-05T17:30:43.772Z", "action": "input", "action_argument": "\u9c7c\u7f38"} {"timestamp": "2025-05-05T17:30:43.998Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-07T14:56:41.886Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-07T14:59:11.112Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-07T14:59:18.137Z", "action": "click", "action_argument": "cart_side_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "Frito Lay Party Mix Variety Pack, (Pack of 40)", "asin": "B076H2J9TZ", "price": "$22.43", "quantity": ""}, {"title": "Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery", "asin": "B0BNCSW964", "price": "$16.98", "quantity": ""}, {"title": "Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free", "asin": "B00BBFU9TU", "price": "$19.50", "quantity": ""}, {"title": "Vaseline Intensive Care Cocoa Radiant For Glowing Skin 3 Count Body Gel Oil Body Oil Made with 100% Pure Cocoa Butter + Replenishing Oils 6.8oz", "asin": "/promo/A3LTKBC3EH1HHT", "price": "$23.91", "quantity": ""}, {"title": "NEST New York Scented Classic Candle, Wild Mint & Eucalyptus - 8.1 oz - Up to 60-Hour Burn Time - Reusable Glass Vessel", "asin": "B08VC89HHW", "price": "$48.00", "quantity": ""}, {"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""}, {"title": "Kensington Expert Wireless Trackball Mouse (K72359WW) Black, 3.5\" x 6.1\" x 8\"", "asin": "B01936N73I", "price": "$85.00", "quantity": ""}, {"title": "Dove Body Wash 3 Count with Pump Sensitive Skin Hypoallergenic, Paraben-Free, Sulfate-Free, Cruelty-Free, Moisturizing Skin Cleanser Effectively Washes Away Bacteria While Nourishing Skin 30.6 oz", "asin": "B0BVBYQGTW", "price": "$32.91", "quantity": ""}, {"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""}, {"title": "eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$9.97", "quantity": ""}, {"title": "Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities", "asin": "af304222", "price": "$11.97", "quantity": ""}, {"title": "Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls", "asin": "B0CGWF2BRF", "price": "$6.31", "quantity": ""}, {"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$18.39", "quantity": ""}, {"title": "Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz", "asin": "/promo/A2FS6ZKNWOYBE9", "price": "$10.97", "quantity": ""}], "active_items": [{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Mugwort ginger"}]}, {"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "delivery": "One-Day FREE delivery Tomorrow, May 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Printed Keycaps"}, {"Color": "White"}]}, {"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "delivery": "One-Day FREE delivery Tomorrow, May 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "10Packs, 2800Sheets in Total"}]}, {"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug", "asin": "B0BX3R5GQ1", "delivery": "One-Day FREE delivery Tomorrow, May 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Midnight Gray"}]}, {"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "delivery": "Two-Day FREE delivery Fri, May 9 FREE Returns", "quantity": "1", "selected": false, "options": []}, {"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "delivery": "Two-Day FREE delivery Fri, May 9 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "delivery": "One-Day FREE delivery Tomorrow, May 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "1.7 Fl Oz / 50 ml"}]}, {"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "delivery": "One-Day FREE delivery Tomorrow, May 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Wild Mint & Eucalyptus"}]}, {"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Classic"}, {"Size": "40 Count (Pack of 1)"}]}, {"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "20.3 Fl Oz (Pack of 3)"}]}, {"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "delivery": "Two-Day FREE delivery Fri, May 9 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "4.2 Fl Oz (Pack of 1)"}]}, {"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "delivery": "FREE delivery Sat, May 10 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15\"-15.5\" Neck 32\"-33\" Sleeve"}, {"Color": "White"}]}, {"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "delivery": "$15 delivery May 13 - 14 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "15.5\" Neck 32\" Sleeve"}, {"Color": "White"}]}, {"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "delivery": "One-Day FREE delivery Tomorrow, May 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "100ml"}, {"Color": "Lavender"}]}, {"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "33.8 Fl Oz (Pack of 1)"}]}, {"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "delivery": "$79.99 delivery May 13 - 15", "quantity": "1", "selected": false, "options": [{"Color": "Red"}, {"Size": "26 Inch"}]}], "saved_items": [{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "options": []}, {"title": "Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included", "asin": "B0DD9BLCY4", "options": []}, {"title": "Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain", "asin": "B08B2NZSLR", "options": [{"Flavor Name": "rolled oats"}, {"Size": "2.5 Pound (Pack of 2)"}]}, {"title": "FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red", "asin": "B0BBV6FBYH", "options": []}, {"title": "Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black", "asin": "B09XS7JWHH", "options": [{"Color": "Black"}, {"Size": "One Size"}, {"Style": "Headphones"}]}, {"title": "No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce", "asin": "B000VOJ9BG", "price": "$176.00", "options": [{"Scent": "CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM"}, {"Size": "3.4 Fl Oz (Pack of 1)"}]}, {"title": "life2O DoubleCheck \u2713\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More", "asin": "B0BRQG9C7Z", "price": "$15.95", "options": []}, {"title": "Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils", "asin": "B0CRC94B2L", "options": []}, {"title": "Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge", "asin": "B0CJ9GNP73", "options": []}, {"title": "MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)", "asin": "B0CKR5RR2Z", "options": []}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T15:00:00.368Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 2859, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T00:04:32.784Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:04:40.906Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:40.942Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-20T00:04:42.099Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T00:05:06.004Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-20T00:05:11.911Z\", \"action\": \"purchase\", \"action_argument\": \"B00XKXN8RQ, B00XKXKG94\"}\n{\"timestamp\": \"2025-04-20T05:58:54.535Z\", \"action\": \"input\", \"action_argument\": \"\\u9ad8\\u9886\\u6bdb\\u8863\"}\n{\"timestamp\": \"2025-04-20T05:58:54.945Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T05:59:08.848Z\", \"action\": \"click_product\", \"action_argument\": \"B0D95FMZ3G\"}\n{\"timestamp\": \"2025-04-20T05:59:12.097Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T06:02:29.206Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:29.485Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:33.402Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b \\u4e1d\\u7ef8\"}\n{\"timestamp\": \"2025-04-20T06:02:38.878Z\", \"action\": \"input\", \"action_argument\": \"\\u886c\\u886b\"}\n{\"timestamp\": \"2025-04-20T06:02:39.112Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:02:44.299Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:44.830Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:48.254Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:02:52.076Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:05.766Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:03:06.040Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:12.001Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:12.844Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:03:37.104Z\", \"action\": \"input\", \"action_argument\": \"shirt silver\"}\n{\"timestamp\": \"2025-04-20T06:03:38.959Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:49.386Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:03:50.864Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:03:51.205Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:04.326Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:06.039Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:14.914Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.077Z\", \"action\": \"input\", \"action_argument\": \"shirt silk\"}\n{\"timestamp\": \"2025-04-20T06:04:15.122Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:16.690Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:17.880Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:18.206Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:24.104Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:26.603Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:30.575Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-20T06:04:43.706Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:43.802Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T06:04:49.593Z\", \"action\": \"input\", \"action_argument\": \"shirt for men\"}\n{\"timestamp\": \"2025-04-20T06:04:49.939Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T06:04:55.425Z\", \"action\": \"input\", \"action_argument\": \"shirt\"}\n{\"timestamp\": \"2025-04-20T06:04:55.829Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:41.979Z\", \"action\": \"input\", \"action_argument\": \"\\u773c\\u7528\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:42.190Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:49.255Z\", \"action\": \"input\", \"action_argument\": \"\\u6e7f\\u5dfe\"}\n{\"timestamp\": \"2025-04-20T14:13:49.509Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:13:57.346Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:14:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:14:37.980Z\", \"action\": \"input\", \"action_argument\": \"Baby Wipes Sensitive\"}\n{\"timestamp\": \"2025-04-20T14:14:38.237Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:14:42.108Z\", \"action\": \"click_product\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-20T14:15:34.925Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-20T14:15:36.655Z\", \"action\": \"purchase\", \"action_argument\": \"B07XMFVN95\"}\n{\"timestamp\": \"2025-04-28T14:03:23.312Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-28T14:04:43.224Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-28T14:04:47.977Z\", \"action\": \"purchase\", \"action_argument\": \"B0D3YRB8ZW\"}\n{\"timestamp\": \"2025-05-03T18:50:42.591Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-03T18:51:36.990Z\", \"action\": \"click_product\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-03T18:52:06.134Z\", \"action\": \"purchase\", \"action_argument\": \"B0CDBYFH81\"}\n{\"timestamp\": \"2025-05-05T17:30:43.772Z\", \"action\": \"input\", \"action_argument\": \"\\u9c7c\\u7f38\"}\n{\"timestamp\": \"2025-05-05T17:30:43.998Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:56:41.886Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T14:59:11.112Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:59:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Frito Lay Party Mix Variety Pack, (Pack of 40)\", \"asin\": \"B076H2J9TZ\", \"price\": \"$22.43\", \"quantity\": \"\"},\n{\"title\": \"Collapsible Foot Bath Basin for Soaking Feet,Foot Soak Tub,Plastic Foot Bucket with Handles and Massage Acupoint,Foldable Laundry Basket-Gery\", \"asin\": \"B0BNCSW964\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Kiehl's Ultra Facial Cleanser, Lightweight Foamy Facial Cleanser, Enriched Formula that Replenishes Skin Barrier, Gently Exfoliates and Moisturizes, Suitable for All Skin Types, Paraben Free\", \"asin\": \"B00BBFU9TU\", \"price\": \"$19.50\", \"quantity\": \"\"},\n{\"title\": \"Vaseline Intensive Care Cocoa Radiant For Glowing Skin 3 Count Body Gel Oil Body Oil Made with 100% Pure Cocoa Butter + Replenishing Oils 6.8oz\", \"asin\": \"/promo/A3LTKBC3EH1HHT\", \"price\": \"$23.91\", \"quantity\": \"\"},\n{\"title\": \"NEST New York Scented Classic Candle, Wild Mint & Eucalyptus - 8.1 oz - Up to 60-Hour Burn Time - Reusable Glass Vessel\", \"asin\": \"B08VC89HHW\", \"price\": \"$48.00\", \"quantity\": \"\"},\n{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Kensington Expert Wireless Trackball Mouse (K72359WW) Black, 3.5\\\" x 6.1\\\" x 8\\\"\", \"asin\": \"B01936N73I\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash 3 Count with Pump Sensitive Skin Hypoallergenic, Paraben-Free, Sulfate-Free, Cruelty-Free, Moisturizing Skin Cleanser Effectively Washes Away Bacteria While Nourishing Skin 30.6 oz\", \"asin\": \"B0BVBYQGTW\", \"price\": \"$32.91\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Crest 3D White Advanced Luminous Mint Teeth Whitening Toothpaste, Crest Toothpaste, 3.7 oz Pack of 4 - Helps Remove Surface Stains, Whitens Teeth, Strengthens Tooth Enamel, Protects Against Cavities\", \"asin\": \"af304222\", \"price\": \"$11.97\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Toilet Paper, 6 Rolls (1 Packs of 6), Equivalent to 25 regular rolls\", \"asin\": \"B0CGWF2BRF\", \"price\": \"$6.31\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"Dove Body Wash with Pump Deep Moisture for 24hr Lotion-Soft Skin Moisture Moisturizing Skin Cleanser with No Sulfates No Parabens 30.6 oz\", \"asin\": \"/promo/A2FS6ZKNWOYBE9\", \"price\": \"$10.97\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Mugwort ginger\"}]},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Printed Keycaps\"}, {\"Color\": \"White\"}]},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"10Packs, 2800Sheets in Total\"}]},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - Motivational 64 oz BPA Free B Ombre Jug\", \"asin\": \"B0BX3R5GQ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Midnight Gray\"}]},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"delivery\": \"Two-Day FREE delivery Fri, May 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"delivery\": \"Two-Day FREE delivery Fri, May 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"1.7 Fl Oz / 50 ml\"}]},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Wild Mint & Eucalyptus\"}]},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Classic\"}, {\"Size\": \"40 Count (Pack of 1)\"}]},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"20.3 Fl Oz (Pack of 3)\"}]},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"delivery\": \"Two-Day FREE delivery Fri, May 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"4.2 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"delivery\": \"FREE delivery Sat, May 10 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"delivery\": \"$15 delivery May 13 - 14 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"15.5\\\" Neck 32\\\" Sleeve\"}, {\"Color\": \"White\"}]},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"100ml\"}, {\"Color\": \"Lavender\"}]},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"33.8 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"delivery\": \"$79.99 delivery May 13 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Red\"}, {\"Size\": \"26 Inch\"}]}],\n\"saved_items\": [{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"options\": []},\n{\"title\": \"Homedics Smart Space Essential Collapsible Footbath, Invigorating Bubble Massage, Heatkeep Technology, Patented Collapsible Design, Safety-Lock System, Safe for Bath Salts, Bath Salts Included\", \"asin\": \"B0DD9BLCY4\", \"options\": []},\n{\"title\": \"Terrasoul Superfoods Organic Rolled Oats, 5 lbs - Gluten-Free | Old-Fashioned | Whole Grain\", \"asin\": \"B08B2NZSLR\", \"options\": [{\"Flavor Name\": \"rolled oats\"}, {\"Size\": \"2.5 Pound (Pack of 2)\"}]},\n{\"title\": \"FILCO Majestouch 3 Full Size Double Shot PBT Mechanical Keyboard Cherry MX Silent Red\", \"asin\": \"B0BBV6FBYH\", \"options\": []},\n{\"title\": \"Sony WH-1000XM5 The Best Wireless Noise Canceling Headphones, Auto NC Optimizer, 30-Hour Battery, Alexa Voice Control, Black\", \"asin\": \"B09XS7JWHH\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"One Size\"}, {\"Style\": \"Headphones\"}]},\n{\"title\": \"No. 5 by Chanel for Women, Eau De Parfum Spray, 3.4 Ounce\", \"asin\": \"B000VOJ9BG\", \"price\": \"$176.00\", \"options\": [{\"Scent\": \"CHANEL NO.5 3.4 FL OZ 100mL EAU DE PARFUM\"}, {\"Size\": \"3.4 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"life2O DoubleCheck \\u2713\\u2713 Uric Acid Urine Test Strips, 50x More Dependable Urinalysis Testing Kit for Gout, Kidney Function, Dietary Intake, Metabolism, Kidney Stones and More\", \"asin\": \"B0BRQG9C7Z\", \"price\": \"$15.95\", \"options\": []},\n{\"title\": \"Car Air Freshener by NV Aroma Perfume| Car air freshener with Luxury in Every Diffuser| Alcohol-Free car Perfume - Cologne Le'Santal Unisex with Vent Clip| Car Odor Eliminator with perfumed Oils\", \"asin\": \"B0CRC94B2L\", \"options\": []},\n{\"title\": \"Jasmine Incense Sticks, Organic Hand Dipped Incense, Natural Herbs & Aromatic Ingredients, Contain 40 Sticks Inside, Burn Time 45-60 Min, Spiritual Gifts, Incense by Karma Pledge\", \"asin\": \"B0CJ9GNP73\", \"options\": []},\n{\"title\": \"MarKnig Hardtail Mountian Bikes with 21 Speeds Drivetrain for Adult/Youth, 26 Inch Mens Womens MTB with Widened Carbon Steel Frame, Front Suspension, Commuting Bikes with V Brakes (X5 Black)\", \"asin\": \"B0CKR5RR2Z\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:00:00.368Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner pad\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n{\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:34.775Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:21:34.775Z
click
search
rule
2025-04-02T17:21:34.775Z
train
2,860
2025-04-02T17:21:34.775Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "makeup cleaner pad"}], "cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}], "promotion_items": [{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\nSilicone", "asin": "B0BY2R9NSZ", "price": "$3.95", "quantity": ""}, {"title": "Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution", "asin": "B0DPF9ZB1M", "price": "$9.99", "quantity": ""}, {"title": "Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)", "asin": "B09YTY6QSW", "price": "$3.99", "quantity": ""}, {"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "quantity": ""}, {"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""}, {"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\n1.7 Fl Oz (Pack of 1)", "asin": "B09NY6L8GZ", "price": "$12.00", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""}, {"title": "Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow", "asin": "B0DXFL6KCN", "price": "$31.98", "quantity": ""}], "ads": [{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4"}], "search_results": [{"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types", "asin": "B0DNNBN63V", "price": "$15.95", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women", "asin": "B08V4YFG9X", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count", "asin": "B0DMTJN3FN", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)", "asin": "B0B15KNCZM", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)", "asin": "B0777NG2DM", "price": "$8.59", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)", "asin": "B0DNYKRVDJ", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes", "asin": "B0C7R89BQ7", "price": "$5.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner", "asin": "B09YTYN8Z9", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser", "asin": "B09NY6L8GZ", "price": "$12.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)", "asin": "B0BY2R9NSZ", "price": "$3.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count", "asin": "B08MSGRRXR", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)", "asin": "B0CLLK1MZJ", "price": "$3.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink", "asin": "B0D59XRSMN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes", "asin": "B0DPWZW8WW", "price": "$4.59", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon."}, {"title": "Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)", "asin": "B07ZBHJ1DH", "price": "$8.98", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately", "asin": "B07PLBV634", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)", "asin": "B0D3D4WB9Z", "price": "$6.39", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.", "asin": "B0DR61YR5L", "price": "$4.48", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink", "asin": "B0D5CTP9RH", "price": "$4.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sigma Switch by Sigma Beauty \u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)", "asin": "B0BFKD6B7S", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)", "asin": "B0DFVHX2BN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)", "asin": "B0D793JNKV", "price": "$4.35", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Swisspers Premium Cotton Rounds \u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free", "asin": "B091D7T4N8", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)", "asin": "B08TWN5ZVC", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool", "asin": "B0CN2HR5MJ", "price": "$2.79", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)", "asin": "B06W2PLBYP", "price": "$5.19", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count", "asin": "B0C74SQRYP", "price": "$26.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag", "asin": "B07QN5NFYP", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow", "asin": "B0D9VPNL6C", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count", "asin": "B08P41JQF4", "price": "$15.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count", "asin": "B08MSV1B7Q", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)", "asin": "B0CJF2B58S", "price": "$13.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean", "asin": "B0D4Q5T5Y3", "price": "$4.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber", "asin": "B0DCZL5FZ5", "price": "$5.88", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Sigma Beauty Makeup Brush Cleaner Mat \u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)", "asin": "B0845LZ8KD", "price": "$36.96", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink", "asin": "B07F3HQGYF", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color", "asin": "B07G17DM1N", "price": "$9.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes", "asin": "B0D46YF719", "price": "$6.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:21:34.775Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2860, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner pad\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n{\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:34.775Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner pad\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n{\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:41.838Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:21:41.838Z
input
makeup cleaner
rule
2025-04-02T17:21:41.838Z
train
2,861
2025-04-02T17:21:41.838Z
input
makeup cleaner
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "makeup cleaner pad"}], "cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}], "promotion_items": [{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\nSilicone", "asin": "B0BY2R9NSZ", "price": "$3.95", "quantity": ""}, {"title": "Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution", "asin": "B0DPF9ZB1M", "price": "$9.99", "quantity": ""}, {"title": "Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)", "asin": "B09YTY6QSW", "price": "$3.99", "quantity": ""}, {"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "quantity": ""}, {"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""}, {"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\n1.7 Fl Oz (Pack of 1)", "asin": "B09NY6L8GZ", "price": "$12.00", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""}, {"title": "Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow", "asin": "B0DXFL6KCN", "price": "$31.98", "quantity": ""}], "ads": [{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4"}], "search_results": [{"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types", "asin": "B0DNNBN63V", "price": "$15.95", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women", "asin": "B08V4YFG9X", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count", "asin": "B0DMTJN3FN", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)", "asin": "B0B15KNCZM", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)", "asin": "B0777NG2DM", "price": "$8.59", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)", "asin": "B0DNYKRVDJ", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes", "asin": "B0C7R89BQ7", "price": "$5.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner", "asin": "B09YTYN8Z9", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser", "asin": "B09NY6L8GZ", "price": "$12.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)", "asin": "B0BY2R9NSZ", "price": "$3.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count", "asin": "B08MSGRRXR", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)", "asin": "B0CLLK1MZJ", "price": "$3.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink", "asin": "B0D59XRSMN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes", "asin": "B0DPWZW8WW", "price": "$4.59", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon."}, {"title": "Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)", "asin": "B07ZBHJ1DH", "price": "$8.98", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately", "asin": "B07PLBV634", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)", "asin": "B0D3D4WB9Z", "price": "$6.39", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.", "asin": "B0DR61YR5L", "price": "$4.48", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink", "asin": "B0D5CTP9RH", "price": "$4.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sigma Switch by Sigma Beauty \u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)", "asin": "B0BFKD6B7S", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)", "asin": "B0DFVHX2BN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)", "asin": "B0D793JNKV", "price": "$4.35", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Swisspers Premium Cotton Rounds \u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free", "asin": "B091D7T4N8", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)", "asin": "B08TWN5ZVC", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool", "asin": "B0CN2HR5MJ", "price": "$2.79", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)", "asin": "B06W2PLBYP", "price": "$5.19", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count", "asin": "B0C74SQRYP", "price": "$26.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag", "asin": "B07QN5NFYP", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow", "asin": "B0D9VPNL6C", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count", "asin": "B08P41JQF4", "price": "$15.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count", "asin": "B08MSV1B7Q", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)", "asin": "B0CJF2B58S", "price": "$13.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean", "asin": "B0D4Q5T5Y3", "price": "$4.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber", "asin": "B0DCZL5FZ5", "price": "$5.88", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Sigma Beauty Makeup Brush Cleaner Mat \u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)", "asin": "B0845LZ8KD", "price": "$36.96", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink", "asin": "B07F3HQGYF", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color", "asin": "B07G17DM1N", "price": "$9.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes", "asin": "B0D46YF719", "price": "$6.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:21:41.838Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>makeup cleaner</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>makeup cleaner</answer_argument>", "index": 2861, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner pad\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n{\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:41.838Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Original Pink Beauty Blender Makeup Sponge, Super-Soft Foam Easily Blends Foundations, Powders & Creams, Made in USA, Reusable, Washable, Streak Free Application, Vegan, Cruelty Free\\nDry Skin Type1 Count (Pack of 1)\", \"asin\": \"B07VBNQ367\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Curology Micellar Water Makeup Remover, Waterproof Eye and Face Make Up Cleansing Water, Gentle and Hydrating, Silky Gel-Water Concentrate, 8.5 fl oz.\\\" Rated 4.2 out of 5 stars by 261 reviews. Eligible for Prime.\", \"asin\": \"B0CJ92RPT2\"}],\n\"search_results\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Real Techniques Miracle Brush Cleansing Palette, Makeup Brush Cleaner For Deep Cleaning, Use With Makeup Brush Shampoo, Silicone Ridges & Easy Grip, Includes Cleansing Gel, Cruelty-Free, 3 Count\", \"asin\": \"B07V3N7LQF\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 17 - 28 for Prime members\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:15.363Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:22:15.363Z
click_product
B00U2VQZDS
rule
2025-04-02T17:22:15.363Z
train
2,862
2025-04-02T17:22:15.363Z
click_product
B00U2VQZDS
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "makeup cleaner"}], "cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}], "promotion_items": [{"title": "EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1S4WCZL", "price": "$14.86", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B08MJZYW8P", "price": "$69.00", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\n3 Piece Set", "asin": "B0912XYZCZ", "price": "$9.98", "quantity": ""}, {"title": "EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1SJ2V43", "price": "$19.99", "quantity": ""}, {"title": "Beautyblender\u00ae | Original Pink Beauty Blender Makeup Sponge, Super-Soft Foam Easily Blends Foundations, Powders & Creams, Made in USA, Reusable, Washable, Streak Free Application, Vegan, Cruelty Free\nDry Skin Type1 Count (Pack of 1)", "asin": "B07VBNQ367", "price": "$17.00", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}, {"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Curology Micellar Water Makeup Remover, Waterproof Eye and Face Make Up Cleansing Water, Gentle and Hydrating, Silky Gel-Water Concentrate, 8.5 fl oz.\" Rated 4.2 out of 5 stars by 261 reviews. Eligible for Prime.", "asin": "B0CJ92RPT2"}], "search_results": [{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed", "asin": "B0DNZTH62T", "price": "$7.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B01EKKATEC", "price": "$34.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGABI", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B0036SFTK4", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free", "asin": "B07GBZTC9S", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B06XFQYPQM", "price": "$28.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Real Techniques Miracle Brush Cleansing Palette, Makeup Brush Cleaner For Deep Cleaning, Use With Makeup Brush Shampoo, Silicone Ridges & Easy Grip, Includes Cleansing Gel, Cruelty-Free, 3 Count", "asin": "B07V3N7LQF", "price": "$6.99", "delivery": "FREE delivery Apr 17 - 28 for Prime members"}, {"title": "Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)", "asin": "B0DNYKRVDJ", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes", "asin": "B0DPWWNDHN", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)", "asin": "B07GDH5XKF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush", "asin": "B0DNZYB92W", "price": "$30.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)", "asin": "B0DHWZDR8Z", "price": "$21.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)", "asin": "B0DY65BP1C", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGAXQ", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)", "asin": "B0BN2PX8V3", "price": "$17.69", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon", "asin": "B09X68966C", "price": "$48.00", "delivery": "FREE delivery Apr 16 - 23 for Prime members"}, {"title": "Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare", "asin": "B018A0BO92", "price": "$39.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz", "asin": "B08Q3CQM7X", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "beautyblender\u00ae | Blendercleanser\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz", "asin": "B018W8QN2A", "price": "$20.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce", "asin": "B01M31HY3S", "price": "$12.47", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\uff0cAutomatic Electric Makeup Brush Cleaner\uff0cFast & Efficient Cleaner for Brushes (black)", "asin": "B0DNJCRD3M", "price": "$13.99", "delivery": "FREE delivery Apr 15 - 28 Only 10 left in stock - order soon."}, {"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)", "asin": "B083HPKZGX", "price": "$27.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle", "asin": "B0CLYWP6D9", "price": "$6.73", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges", "asin": "B0DPWW4J2M", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)", "asin": "B0DQNM7HB8"}, {"title": "e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts", "asin": "B0DRV91Y2T", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B007ROGQ3C", "price": "$13.49", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4", "price": "$46.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes", "asin": "B0CYC5MCXZ", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush", "asin": "B0D4LLQGF1", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Automatic Electric Makeup Brush Cleaner\uff0cElectric Makeup Brush Cleaner (s)", "asin": "B0F2FB5855", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B078WPCDV1", "price": "$17.94", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes", "asin": "B0855DXKL8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools", "asin": "B083LX58T8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials", "asin": "B0CCJYV4FP", "price": "$6.99", "delivery": "FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7"}, {"title": "Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women", "asin": "B0DRDGWF5G", "price": "$22.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:22:15.363Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B00U2VQZDS</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B00U2VQZDS</answer_argument>", "index": 2862, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Original Pink Beauty Blender Makeup Sponge, Super-Soft Foam Easily Blends Foundations, Powders & Creams, Made in USA, Reusable, Washable, Streak Free Application, Vegan, Cruelty Free\\nDry Skin Type1 Count (Pack of 1)\", \"asin\": \"B07VBNQ367\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Curology Micellar Water Makeup Remover, Waterproof Eye and Face Make Up Cleansing Water, Gentle and Hydrating, Silky Gel-Water Concentrate, 8.5 fl oz.\\\" Rated 4.2 out of 5 stars by 261 reviews. Eligible for Prime.\", \"asin\": \"B0CJ92RPT2\"}],\n\"search_results\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Real Techniques Miracle Brush Cleansing Palette, Makeup Brush Cleaner For Deep Cleaning, Use With Makeup Brush Shampoo, Silicone Ridges & Easy Grip, Includes Cleansing Gel, Cruelty-Free, 3 Count\", \"asin\": \"B07V3N7LQF\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 17 - 28 for Prime members\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:15.363Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"product_details\": [{\"asin\": \"B00U2VQZDS\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\"},\n{\"price\": \"$9.79\"},\n{\"bullet_list\": \"Twin Pack with 25 count of ultra-soft, pre-moistened Neutrogena Makeup Remover Wipes with a micellar-infused triple emollient formula remove waterproof makeup and cleanses skin while leaving it feeling refreshed, soft, smooth and conditioned Makeup remover face cleansing towelettes work to dissolve all traces of dirt, remove bacteria, impurities, oil and makeup on skin while also removing pollution, sweat and sunscreen, for superior cleansing and makeup removing power at your fingertips Facial cleansing wet wipes are ophthalmologist-, dermatologist-, and allergy-tested and gentle around the eye area. The effective formula removes up to 99% of makeup--even stubborn waterproof mascara--without tugging Makeup remover wipes are disposable and thoroughly cleanse skin, leaving behind no heavy residue so there's no need to rinse Facial cleansing wipes are great to use in a daily beauty or skincare routine for a refreshing self-care experience at-home\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\"},\n{\"title\": \"Neutrogena Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:22.145Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:22:22.145Z
click
quantity
rule
2025-04-02T17:22:22.145Z
train
2,863
2025-04-02T17:22:22.145Z
click
quantity
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "makeup cleaner"}], "product_details": [{"asin": "B00U2VQZDS"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct"}, {"price": "$9.79"}, {"bullet_list": "Twin Pack with 25 count of ultra-soft, pre-moistened Neutrogena Makeup Remover Wipes with a micellar-infused triple emollient formula remove waterproof makeup and cleanses skin while leaving it feeling refreshed, soft, smooth and conditioned Makeup remover face cleansing towelettes work to dissolve all traces of dirt, remove bacteria, impurities, oil and makeup on skin while also removing pollution, sweat and sunscreen, for superior cleansing and makeup removing power at your fingertips Facial cleansing wet wipes are ophthalmologist-, dermatologist-, and allergy-tested and gentle around the eye area. The effective formula removes up to 99% of makeup--even stubborn waterproof mascara--without tugging Makeup remover wipes are disposable and thoroughly cleanse skin, leaving behind no heavy residue so there's no need to rinse Facial cleansing wipes are great to use in a daily beauty or skincare routine for a refreshing self-care experience at-home"}], "product_quantity": [{"quantity": "1"}, {"quantity": "1"}], "promotion_items": [{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)", "asin": "B093T3LQPP", "price": "$16.41", "quantity": ""}, {"title": "CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "quantity": ""}, {"title": "Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count", "asin": "B08MSGRRXR", "price": "$7.99", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}], "comparison_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79"}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79"}, {"title": "Neutrogena Make Up Removing Wipes 100 Cleansing Towelettes", "asin": "B0053T4HI4", "price": "$33.05"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "B01EMYW7BY", "price": "$1.99"}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:22:22.145Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>", "index": 2863, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"product_details\": [{\"asin\": \"B00U2VQZDS\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\"},\n{\"price\": \"$9.79\"},\n{\"bullet_list\": \"Twin Pack with 25 count of ultra-soft, pre-moistened Neutrogena Makeup Remover Wipes with a micellar-infused triple emollient formula remove waterproof makeup and cleanses skin while leaving it feeling refreshed, soft, smooth and conditioned Makeup remover face cleansing towelettes work to dissolve all traces of dirt, remove bacteria, impurities, oil and makeup on skin while also removing pollution, sweat and sunscreen, for superior cleansing and makeup removing power at your fingertips Facial cleansing wet wipes are ophthalmologist-, dermatologist-, and allergy-tested and gentle around the eye area. The effective formula removes up to 99% of makeup--even stubborn waterproof mascara--without tugging Makeup remover wipes are disposable and thoroughly cleanse skin, leaving behind no heavy residue so there's no need to rinse Facial cleansing wipes are great to use in a daily beauty or skincare routine for a refreshing self-care experience at-home\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\"},\n{\"title\": \"Neutrogena Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:22.145Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.692Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:22:41.692Z
input
Neutrogena Makeup Remover Wipes
rule
2025-04-02T17:22:41.692Z
train
2,864
2025-04-02T17:22:41.692Z
input
Neutrogena Makeup Remover Wipes
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "makeup cleaner"}], "cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}], "promotion_items": [{"title": "EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1S4WCZL", "price": "$14.86", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B08MJZYW8P", "price": "$69.00", "quantity": ""}, {"title": "grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\n4.3 Ounce (Pack of 1)", "asin": "B0711QZ9CJ", "price": "$18.95", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\n3 Piece Set", "asin": "B0912XYZCZ", "price": "$9.98", "quantity": ""}, {"title": "EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1SJ2V43", "price": "$19.99", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "quantity": ""}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""}, {"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\n8.4 Fl Oz (Pack of 1)", "asin": "B0036SFTK4", "price": "$13.99", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}], "ads": [{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4"}], "search_results": [{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed", "asin": "B0DNZTH62T", "price": "$7.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B002XZLAWM", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B01EKKATEC", "price": "$34.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGABI", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free", "asin": "B07GBZTC9S", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B06XFQYPQM", "price": "$28.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes", "asin": "B0DPWWNDHN", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)", "asin": "B07GDH5XKF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush", "asin": "B0DNZYB92W", "price": "$30.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)", "asin": "B0DHWZDR8Z", "price": "$21.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)", "asin": "B0DY65BP1C", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGAXQ", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)", "asin": "B0BN2PX8V3", "price": "$17.69", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon", "asin": "B09X68966C", "price": "$48.00", "delivery": "FREE delivery Apr 16 - 23 for Prime members"}, {"title": "Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare", "asin": "B018A0BO92", "price": "$39.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz", "asin": "B08Q3CQM7X", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "beautyblender\u00ae | Blendercleanser\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz", "asin": "B018W8QN2A", "price": "$20.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce", "asin": "B01M31HY3S", "price": "$12.47", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\uff0cAutomatic Electric Makeup Brush Cleaner\uff0cFast & Efficient Cleaner for Brushes (black)", "asin": "B0DNJCRD3M", "price": "$13.99", "delivery": "FREE delivery Apr 15 - 28 Only 10 left in stock - order soon."}, {"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)", "asin": "B083HPKZGX", "price": "$27.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle", "asin": "B0CLYWP6D9", "price": "$6.73", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges", "asin": "B0DPWW4J2M", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)", "asin": "B0DQNM7HB8"}, {"title": "e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts", "asin": "B0DRV91Y2T", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B007ROGQ3C", "price": "$13.49", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4", "price": "$46.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes", "asin": "B0CYC5MCXZ", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush", "asin": "B0D4LLQGF1", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Automatic Electric Makeup Brush Cleaner\uff0cElectric Makeup Brush Cleaner (s)", "asin": "B0F2FB5855", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B078WPCDV1", "price": "$17.94", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes", "asin": "B0855DXKL8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools", "asin": "B083LX58T8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials", "asin": "B0CCJYV4FP", "price": "$6.99", "delivery": "FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7"}, {"title": "Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women", "asin": "B0DRDGWF5G", "price": "$22.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:22:41.692Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>Neutrogena Makeup Remover Wipes</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>Neutrogena Makeup Remover Wipes</answer_argument>", "index": 2864, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.692Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Neutrogena Makeup Remover Wipes\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.921Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:22:41.921Z
click
search
rule
2025-04-02T17:22:41.921Z
train
2,865
2025-04-02T17:22:41.921Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Neutrogena Makeup Remover Wipes"}], "cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}], "promotion_items": [{"title": "EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1S4WCZL", "price": "$14.86", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B08MJZYW8P", "price": "$69.00", "quantity": ""}, {"title": "grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\n4.3 Ounce (Pack of 1)", "asin": "B0711QZ9CJ", "price": "$18.95", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\n3 Piece Set", "asin": "B0912XYZCZ", "price": "$9.98", "quantity": ""}, {"title": "EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1SJ2V43", "price": "$19.99", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "quantity": ""}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""}, {"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\n8.4 Fl Oz (Pack of 1)", "asin": "B0036SFTK4", "price": "$13.99", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}], "ads": [{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4"}], "search_results": [{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed", "asin": "B0DNZTH62T", "price": "$7.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B002XZLAWM", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B01EKKATEC", "price": "$34.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGABI", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free", "asin": "B07GBZTC9S", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B06XFQYPQM", "price": "$28.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes", "asin": "B0DPWWNDHN", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)", "asin": "B07GDH5XKF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush", "asin": "B0DNZYB92W", "price": "$30.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)", "asin": "B0DHWZDR8Z", "price": "$21.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)", "asin": "B0DY65BP1C", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGAXQ", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)", "asin": "B0BN2PX8V3", "price": "$17.69", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon", "asin": "B09X68966C", "price": "$48.00", "delivery": "FREE delivery Apr 16 - 23 for Prime members"}, {"title": "Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare", "asin": "B018A0BO92", "price": "$39.00", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz", "asin": "B08Q3CQM7X", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "beautyblender\u00ae | Blendercleanser\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz", "asin": "B018W8QN2A", "price": "$20.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce", "asin": "B01M31HY3S", "price": "$12.47", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\uff0cAutomatic Electric Makeup Brush Cleaner\uff0cFast & Efficient Cleaner for Brushes (black)", "asin": "B0DNJCRD3M", "price": "$13.99", "delivery": "FREE delivery Apr 15 - 28 Only 10 left in stock - order soon."}, {"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)", "asin": "B083HPKZGX", "price": "$27.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle", "asin": "B0CLYWP6D9", "price": "$6.73", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges", "asin": "B0DPWW4J2M", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}, {"title": "Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)", "asin": "B0DQNM7HB8"}, {"title": "e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts", "asin": "B0DRV91Y2T", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"}, {"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B007ROGQ3C", "price": "$13.49", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4", "price": "$46.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes", "asin": "B0CYC5MCXZ", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush", "asin": "B0D4LLQGF1", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Automatic Electric Makeup Brush Cleaner\uff0cElectric Makeup Brush Cleaner (s)", "asin": "B0F2FB5855", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B078WPCDV1", "price": "$17.94", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes", "asin": "B0855DXKL8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools", "asin": "B083LX58T8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials", "asin": "B0CCJYV4FP", "price": "$6.99", "delivery": "FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7"}, {"title": "Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women", "asin": "B0DRDGWF5G", "price": "$22.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:22:41.921Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2865, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Neutrogena Makeup Remover Wipes\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.921Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Neutrogena Makeup Remover Wipes\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\\nWipes21 Count (Pack of 3)\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\\nWipes25 Count (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (200ml)\\n6.8 Fl Oz (Pack of 1)\", \"asin\": \"B09YBD1N7G\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Lanc\\u00f4me Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\\n4.23 Fl Oz (Pack of 1)\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 10746 reviews. Eligible for Prime.\", \"asin\": \"B0722L6H9C\"},\n{\"title\": \"Go to detail page for \\\"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 108854 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B00U2VQZDS\"},\n{\"title\": \"Go to detail page for \\\"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct.\\\" Rated 4.7 out of 5 stars by 14725 reviews. Eligible for Prime.\", \"asin\": \"B07XC569XF\"}],\n\"search_results\": [{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Day & Night Facial Cleansing Wipes, Makeup Remover Face Cleansing Towelettes & Night Calming Facial Cloths, 100% Plant Based Fibers Wipe Away Dirt & Oil, (3 Packs of 25)\", \"asin\": \"B084K5HNCB\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B07HHCB2XG\", \"price\": \"$15.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Wipes, Facial Cleansing Wipes Suitable for Oily & Acne Prone Skin, Wipes Away Bacteria, Dirt & Oil, Scented Facial Wipes with Pink Grapefruit Extract, 50 Count\", \"asin\": \"B00IY538V6\", \"price\": \"$14.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary\", \"asin\": \"B0CKGBWW8D\", \"price\": \"$9.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Hydroboost Facial Cleansing & Makeup Remover Wipes With Hyaluronic Acid, Twin Pack, 25 Ct, 25 count (Pack of 4)\", \"asin\": \"B08MLPR5HH\", \"price\": \"$36.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 6)\", \"asin\": \"B00ET04BGQ\", \"price\": \"$34.14\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 17 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct (5 pack + 3 Bonus Pouches)\", \"asin\": \"B07MJDSJLH\", \"price\": \"$38.90\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 19 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 5)+ 1 travel size (7ct.)\", \"asin\": \"B0190UX1HO\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10 Only 20 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes Combo Pack, 1-25 Count Tub, Plus 2-25 Count Refills\", \"asin\": \"B00PJ29NXE\", \"price\": \"$31.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes and Face Wipes (132 Count)\", \"asin\": \"B09XTML2KX\", \"price\": \"$39.60\", \"delivery\": \"FREE delivery Apr 9 - 10 Or fastest delivery Sat, Apr 5\"},\n{\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes,125 Cleansing Towelettes, Ultra-Soft Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Plant-Based, Flip-Top Packs, 25 ct (Pack of 5)\", \"asin\": \"B092S2676M\", \"price\": \"$24.24\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 2 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Wipes, NeutrogeneDay & Night Calming Wipes Ultra-Soft Cleansing Facial Towelettes for Makeup, Alcohol-Free, Plant-Based, 125 Count (Pack of 5) With Travel Case, Great Gift Idea\", \"asin\": \"B0DK4B2KFC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B005IHTE8O\", \"price\": \"$5.49\", \"delivery\": \" FREE delivery Today 4 PM - 5 PM on orders over $35 Or FREE pickup with grocery subscription\"},\n{\"title\": \"Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 11 - 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 5.5 fl. oz\", \"asin\": \"B000NWAOHE\", \"price\": \"$7.17\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Make Up Remover Wipes, Fragrance Free, 25 Count, Pack of 2 (Previously Solimo)\", \"asin\": \"B0864QL8CM\", \"price\": \"$8.13\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 3)\", \"asin\": \"B07NGSVS8C\"},\n{\"title\": \"Fragrance-Free Makeup Remover Cleansing Towelette Singles, Individually-Wrapped Daily Face Wipes 20 ct\", \"asin\": \"B07XSB69XJ\"},\n{\"title\": \"Make Up Removing Wipes, 200 Cleansing Towelettes\", \"asin\": \"B074HNKTG1\"},\n{\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 2)\", \"asin\": \"B07NGRLNB8\"},\n{\"title\": \"(25 ct., 5 pk.) Makeup Remover & Night Calming Cleansing Towelettes. Makeup Remover Wipes\", \"asin\": \"B0DPNF1PP5\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0010XUU9M\"},\n{\"title\": \"Make-Up Remover Towelettes 25 Count (Refill)\", \"asin\": \"B007P7QM12\"},\n{\"title\": \"Makeup Remover Cleansing Face Wipes, Daily Cleansing Facial Towelettes to Remove Waterproof Makeup and Mascara, Alcohol-Free, Value Twin Pack, 25 count, 2 Pack\", \"asin\": \"B0182G7AQ0\"},\n{\"title\": \"Gentle Facial Cleansing Wipes, Ultra-Soft Micellar Cleansing Wipes for Effortless Cleansing Made Gentle, Fragrance Free Face Wipes for Sensitive Skin, Hypoallergenic, 25 ct\", \"asin\": \"B0DV7TK5L3\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 1 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Ultra-Soft Cleansing Towelettes 25 Count (Pack of 3)\", \"asin\": \"B00D25IVVK\", \"price\": \"$14.91\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B07TMQDDMP\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Special Edition Care with Pride Packaging, 25 ct.\", \"asin\": \"B0861BGQZB\", \"price\": \"$8.35\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 3 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes To Remove Dirt, Oil, Waterproof Mascara & Makeup Including Stubborn Halloween Makeup, Gentle, Alcohol-free, 25.0 count\", \"asin\": \"B08G55L516\", \"price\": \"$18.36\", \"delivery\": \"FREE delivery Fri, Apr 11 Only 16 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct (Pack of 2)\", \"asin\": \"B001OMI9HE\"},\n{\"title\": \"Night Calming Cleansing Makeup Remover Face Wipes, Disposable Nighttime Facial Towelettes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Alcohol-Free, 25 ct\", \"asin\": \"B01N1J23VV\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B01KLK5CVK\"},\n{\"title\": \"Neutrogena Ultra-Soft Makeup Remover Cleansing Towelettes Singles: Plant-Based, 7.2x6.4 inches - 20 Count (Pack of 2)\", \"asin\": \"B0D54L1P4Y\"},\n{\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, Individually Wrapped, 20 ct\", \"asin\": \"B08B6PN2G4\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B001E96NYS\"},\n{\"title\": \"Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:13.218Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:23:13.218Z
click
nav_bar
rule
2025-04-02T17:23:13.218Z
train
2,866
2025-04-02T17:23:13.218Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "Neutrogena Makeup Remover Wipes"}], "cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}], "promotion_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\nWipes50 Count (Pack of 1)", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\nWipes50 Count (Pack of 1)", "asin": "B07FLD6T6Q", "price": "$10.49", "quantity": ""}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\nWipes25 Count (Pack of 1)", "asin": "B0195I8XR4", "price": "$5.49", "quantity": ""}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\nWipes25 Count (Pack of 1)", "asin": "B0009F3O18", "price": "$7.27", "quantity": ""}, {"title": "Neutrogena Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\nWipes25 Count (Pack of 1)", "asin": "B004RRGC0O", "price": "$6.87", "quantity": ""}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\nWipes21 Count (Pack of 3)", "asin": "B0058BJMPU", "price": "$17.97", "quantity": ""}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\nWipes50 Count (Pack of 1)", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\nWipes25 Count (Pack of 1)", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}, {"title": "Neutrogena Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\nWipes25 Count (Pack of 3)", "asin": "B0884VMYG4", "price": "$30.43", "quantity": ""}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}, {"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (200ml)\n6.8 Fl Oz (Pack of 1)", "asin": "B09YBD1N7G", "price": "$65.00", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\nWipes25 Count (Pack of 1)", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "Lanc\u00f4me Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\n4.23 Fl Oz (Pack of 1)", "asin": "B01GR1M1TS", "price": "$30.60", "quantity": ""}], "ads": [{"title": "Go to detail page for \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct.\" Rated 4.8 out of 5 stars by 10746 reviews. Eligible for Prime.", "asin": "B0722L6H9C"}, {"title": "Go to detail page for \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct.\" Rated 4.8 out of 5 stars by 108854 reviews. Eligible for Prime. Best seller.", "asin": "B00U2VQZDS"}, {"title": "Go to detail page for \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct.\" Rated 4.7 out of 5 stars by 14725 reviews. Eligible for Prime.", "asin": "B07XC569XF"}], "search_results": [{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct", "asin": "B07GKVBQDG", "price": "$6.88", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)", "asin": "B07FLD6T6Q", "price": "$10.49", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Day & Night Facial Cleansing Wipes, Makeup Remover Face Cleansing Towelettes & Night Calming Facial Cloths, 100% Plant Based Fibers Wipe Away Dirt & Oil, (3 Packs of 25)", "asin": "B084K5HNCB", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B07HHCB2XG", "price": "$15.68", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Makeup Remover Wipes, Facial Cleansing Wipes Suitable for Oily & Acne Prone Skin, Wipes Away Bacteria, Dirt & Oil, Scented Facial Wipes with Pink Grapefruit Extract, 50 Count", "asin": "B00IY538V6", "price": "$14.77", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "B01EMYW7BY", "price": "$1.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup", "asin": "B01GR1M1TS", "price": "$30.60", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"}, {"title": "Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B0036SFTK4", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary", "asin": "B0CKGBWW8D", "price": "$9.68", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Neutrogena Hydroboost Facial Cleansing & Makeup Remover Wipes With Hyaluronic Acid, Twin Pack, 25 Ct, 25 count (Pack of 4)", "asin": "B08MLPR5HH", "price": "$36.98", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 6)", "asin": "B00ET04BGQ", "price": "$34.14", "delivery": "FREE delivery Sat, Apr 5 Only 17 left in stock - order soon."}, {"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct (5 pack + 3 Bonus Pouches)", "asin": "B07MJDSJLH", "price": "$38.90", "delivery": "FREE delivery Sat, Apr 5 Only 19 left in stock - order soon."}, {"title": "Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 5)+ 1 travel size (7ct.)", "asin": "B0190UX1HO", "price": "$30.99", "delivery": "FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10 Only 20 left in stock - order soon."}, {"title": "Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct", "asin": "B004RRGC0O", "price": "$6.87", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Makeup Remover Cleansing Towelettes Combo Pack, 1-25 Count Tub, Plus 2-25 Count Refills", "asin": "B00PJ29NXE", "price": "$31.98", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Cleansing Towelettes and Face Wipes (132 Count)", "asin": "B09XTML2KX", "price": "$39.60", "delivery": "FREE delivery Apr 9 - 10 Or fastest delivery Sat, Apr 5"}, {"title": "Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Remover Wipes,125 Cleansing Towelettes, Ultra-Soft Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Plant-Based, Flip-Top Packs, 25 ct (Pack of 5)", "asin": "B092S2676M", "price": "$24.24", "delivery": "FREE delivery Sat, Apr 5 Only 2 left in stock - order soon."}, {"title": "Makeup Remover Wipes, NeutrogeneDay & Night Calming Wipes Ultra-Soft Cleansing Facial Towelettes for Makeup, Alcohol-Free, Plant-Based, 125 Count (Pack of 5) With Travel Case, Great Gift Idea", "asin": "B0DK4B2KFC", "price": "$28.99", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct", "asin": "B0058BJMPU", "price": "$17.97", "delivery": "FREE delivery Sat, Apr 5"}, {"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct", "asin": "B005IHTE8O", "price": "$5.49", "delivery": " FREE delivery Today 4 PM - 5 PM on orders over $35 Or FREE pickup with grocery subscription"}, {"title": "Make Up Removing Wipes 100 Cleansing Towelettes", "asin": "B0053T4HI4", "price": "$33.05", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 11 - 15 Only 7 left in stock - order soon."}, {"title": "Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 5.5 fl. oz", "asin": "B000NWAOHE", "price": "$7.17", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"}, {"title": "Make Up Remover Wipes, Fragrance Free, 25 Count, Pack of 2 (Previously Solimo)", "asin": "B0864QL8CM", "price": "$8.13", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}, {"title": "Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 3)", "asin": "B07NGSVS8C"}, {"title": "Fragrance-Free Makeup Remover Cleansing Towelette Singles, Individually-Wrapped Daily Face Wipes 20 ct", "asin": "B07XSB69XJ"}, {"title": "Make Up Removing Wipes, 200 Cleansing Towelettes", "asin": "B074HNKTG1"}, {"title": "Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 2)", "asin": "B07NGRLNB8"}, {"title": "(25 ct., 5 pk.) Makeup Remover & Night Calming Cleansing Towelettes. Makeup Remover Wipes", "asin": "B0DPNF1PP5"}, {"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0010XUU9M"}, {"title": "Make-Up Remover Towelettes 25 Count (Refill)", "asin": "B007P7QM12"}, {"title": "Makeup Remover Cleansing Face Wipes, Daily Cleansing Facial Towelettes to Remove Waterproof Makeup and Mascara, Alcohol-Free, Value Twin Pack, 25 count, 2 Pack", "asin": "B0182G7AQ0"}, {"title": "Gentle Facial Cleansing Wipes, Ultra-Soft Micellar Cleansing Wipes for Effortless Cleansing Made Gentle, Fragrance Free Face Wipes for Sensitive Skin, Hypoallergenic, 25 ct", "asin": "B0DV7TK5L3", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"}, {"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)", "asin": "B0884VMYG4", "price": "$30.43", "delivery": "FREE delivery Sat, Apr 5 Only 1 left in stock - order soon."}, {"title": "Makeup Remover Ultra-Soft Cleansing Towelettes 25 Count (Pack of 3)", "asin": "B00D25IVVK", "price": "$14.91", "delivery": "FREE delivery Apr 15 - 18 Or fastest delivery Mon, Apr 7"}, {"title": "Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 25 ct", "asin": "B07TMQDDMP"}, {"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Special Edition Care with Pride Packaging, 25 ct.", "asin": "B0861BGQZB", "price": "$8.35", "delivery": "FREE delivery Thu, Apr 10 Only 3 left in stock - order soon."}, {"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes To Remove Dirt, Oil, Waterproof Mascara & Makeup Including Stubborn Halloween Makeup, Gentle, Alcohol-free, 25.0 count", "asin": "B08G55L516", "price": "$18.36", "delivery": "FREE delivery Fri, Apr 11 Only 16 left in stock - order soon."}, {"title": "Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct (Pack of 2)", "asin": "B001OMI9HE"}, {"title": "Night Calming Cleansing Makeup Remover Face Wipes, Disposable Nighttime Facial Towelettes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Alcohol-Free, 25 ct", "asin": "B01N1J23VV"}, {"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct", "asin": "B01KLK5CVK"}, {"title": "Neutrogena Ultra-Soft Makeup Remover Cleansing Towelettes Singles: Plant-Based, 7.2x6.4 inches - 20 Count (Pack of 2)", "asin": "B0D54L1P4Y"}, {"title": "Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}, {"title": "Makeup Remover Facial Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, Individually Wrapped, 20 ct", "asin": "B08B6PN2G4"}, {"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)", "asin": "B001E96NYS"}, {"title": "Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:23:13.218Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2866, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Neutrogena Makeup Remover Wipes\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\\nWipes21 Count (Pack of 3)\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\\nWipes25 Count (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (200ml)\\n6.8 Fl Oz (Pack of 1)\", \"asin\": \"B09YBD1N7G\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Lanc\\u00f4me Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\\n4.23 Fl Oz (Pack of 1)\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 10746 reviews. Eligible for Prime.\", \"asin\": \"B0722L6H9C\"},\n{\"title\": \"Go to detail page for \\\"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 108854 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B00U2VQZDS\"},\n{\"title\": \"Go to detail page for \\\"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct.\\\" Rated 4.7 out of 5 stars by 14725 reviews. Eligible for Prime.\", \"asin\": \"B07XC569XF\"}],\n\"search_results\": [{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Day & Night Facial Cleansing Wipes, Makeup Remover Face Cleansing Towelettes & Night Calming Facial Cloths, 100% Plant Based Fibers Wipe Away Dirt & Oil, (3 Packs of 25)\", \"asin\": \"B084K5HNCB\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B07HHCB2XG\", \"price\": \"$15.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Wipes, Facial Cleansing Wipes Suitable for Oily & Acne Prone Skin, Wipes Away Bacteria, Dirt & Oil, Scented Facial Wipes with Pink Grapefruit Extract, 50 Count\", \"asin\": \"B00IY538V6\", \"price\": \"$14.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary\", \"asin\": \"B0CKGBWW8D\", \"price\": \"$9.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Hydroboost Facial Cleansing & Makeup Remover Wipes With Hyaluronic Acid, Twin Pack, 25 Ct, 25 count (Pack of 4)\", \"asin\": \"B08MLPR5HH\", \"price\": \"$36.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 6)\", \"asin\": \"B00ET04BGQ\", \"price\": \"$34.14\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 17 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct (5 pack + 3 Bonus Pouches)\", \"asin\": \"B07MJDSJLH\", \"price\": \"$38.90\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 19 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 5)+ 1 travel size (7ct.)\", \"asin\": \"B0190UX1HO\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10 Only 20 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes Combo Pack, 1-25 Count Tub, Plus 2-25 Count Refills\", \"asin\": \"B00PJ29NXE\", \"price\": \"$31.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes and Face Wipes (132 Count)\", \"asin\": \"B09XTML2KX\", \"price\": \"$39.60\", \"delivery\": \"FREE delivery Apr 9 - 10 Or fastest delivery Sat, Apr 5\"},\n{\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes,125 Cleansing Towelettes, Ultra-Soft Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Plant-Based, Flip-Top Packs, 25 ct (Pack of 5)\", \"asin\": \"B092S2676M\", \"price\": \"$24.24\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 2 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Wipes, NeutrogeneDay & Night Calming Wipes Ultra-Soft Cleansing Facial Towelettes for Makeup, Alcohol-Free, Plant-Based, 125 Count (Pack of 5) With Travel Case, Great Gift Idea\", \"asin\": \"B0DK4B2KFC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B005IHTE8O\", \"price\": \"$5.49\", \"delivery\": \" FREE delivery Today 4 PM - 5 PM on orders over $35 Or FREE pickup with grocery subscription\"},\n{\"title\": \"Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 11 - 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 5.5 fl. oz\", \"asin\": \"B000NWAOHE\", \"price\": \"$7.17\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Make Up Remover Wipes, Fragrance Free, 25 Count, Pack of 2 (Previously Solimo)\", \"asin\": \"B0864QL8CM\", \"price\": \"$8.13\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 3)\", \"asin\": \"B07NGSVS8C\"},\n{\"title\": \"Fragrance-Free Makeup Remover Cleansing Towelette Singles, Individually-Wrapped Daily Face Wipes 20 ct\", \"asin\": \"B07XSB69XJ\"},\n{\"title\": \"Make Up Removing Wipes, 200 Cleansing Towelettes\", \"asin\": \"B074HNKTG1\"},\n{\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 2)\", \"asin\": \"B07NGRLNB8\"},\n{\"title\": \"(25 ct., 5 pk.) Makeup Remover & Night Calming Cleansing Towelettes. Makeup Remover Wipes\", \"asin\": \"B0DPNF1PP5\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0010XUU9M\"},\n{\"title\": \"Make-Up Remover Towelettes 25 Count (Refill)\", \"asin\": \"B007P7QM12\"},\n{\"title\": \"Makeup Remover Cleansing Face Wipes, Daily Cleansing Facial Towelettes to Remove Waterproof Makeup and Mascara, Alcohol-Free, Value Twin Pack, 25 count, 2 Pack\", \"asin\": \"B0182G7AQ0\"},\n{\"title\": \"Gentle Facial Cleansing Wipes, Ultra-Soft Micellar Cleansing Wipes for Effortless Cleansing Made Gentle, Fragrance Free Face Wipes for Sensitive Skin, Hypoallergenic, 25 ct\", \"asin\": \"B0DV7TK5L3\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 1 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Ultra-Soft Cleansing Towelettes 25 Count (Pack of 3)\", \"asin\": \"B00D25IVVK\", \"price\": \"$14.91\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B07TMQDDMP\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Special Edition Care with Pride Packaging, 25 ct.\", \"asin\": \"B0861BGQZB\", \"price\": \"$8.35\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 3 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes To Remove Dirt, Oil, Waterproof Mascara & Makeup Including Stubborn Halloween Makeup, Gentle, Alcohol-free, 25.0 count\", \"asin\": \"B08G55L516\", \"price\": \"$18.36\", \"delivery\": \"FREE delivery Fri, Apr 11 Only 16 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct (Pack of 2)\", \"asin\": \"B001OMI9HE\"},\n{\"title\": \"Night Calming Cleansing Makeup Remover Face Wipes, Disposable Nighttime Facial Towelettes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Alcohol-Free, 25 ct\", \"asin\": \"B01N1J23VV\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B01KLK5CVK\"},\n{\"title\": \"Neutrogena Ultra-Soft Makeup Remover Cleansing Towelettes Singles: Plant-Based, 7.2x6.4 inches - 20 Count (Pack of 2)\", \"asin\": \"B0D54L1P4Y\"},\n{\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, Individually Wrapped, 20 ct\", \"asin\": \"B08B6PN2G4\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B001E96NYS\"},\n{\"title\": \"Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:13.218Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:14.102Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:23:14.102Z
click
nav_bar
rule
2025-04-02T17:23:14.102Z
train
2,867
2025-04-02T17:23:14.102Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:23:14.102Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2867, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:14.102Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Medicube Zero Pore Pads 2.0, Dual-Textured Facial Toner Pads for Exfoliation and Pore Care with 4.5% AHA Lactic Acid & 0.45% BHA Salicylic Acid, Ideal for All Skin Types, Korean Skin Care (70 Pads)\", \"asin\": \"B09V7Z4TJG\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Goli Ashwagandha & Vitamin D Gummy - 60 Count - Mixed Berry, KSM-66, Vegan, Plant Based, Non-GMO, Gluten-Free & Gelatin Free Relax. Restore. Unwind, Pack of 1\", \"asin\": \"B094T2BZCK\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"SkinSmart Facial Cleanser for Acne, Targets Bacteria for Active Teenage Athletes Post Workout and Adult Acne, 8 oz Spray Bottle, Safe for Multiple Daily Uses\", \"asin\": \"B07VRFC3Y7\", \"price\": \"$17.46\", \"quantity\": \"\"},\n{\"title\": \"ANUA Heartleaf Quercetinol Pore Deep Cleansing Foam, Facial Cleanser, for Double Cleansing, BHA, Hyaluronic Acid, Glycerin, Face Wash, Blackhead Remover, Korean Skincare (150ml/5.07 fl.oz.)\", \"asin\": \"B0BVV8BNYJ\", \"price\": \"$13.00\", \"quantity\": \"\"},\n{\"title\": \"ANUA Niacinamide 10 + TXA 4 Serum, Hyaluronic Acid, Tranexamic acid, Vitamin B12, Facial Serum for Glass Skin, Clarifying, Radiant Complexion with Natural Color, Korean Skin Care (30ml /1.01 fl.oz)\", \"asin\": \"B0CLLV2T1P\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pack European Plug Adapter USB C, TESSAN US to Europe Adapter 4 Outlets 3 USB Charger, Type C International Power Adaptor to Italy Spain France Portugal Iceland Germany, Europe Travel Essentials\", \"asin\": \"B0B27HX6P7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Combat Max 12 Month Roach Killing Bait, Small Roach Bait Station, Child-Resistant, 18 Count\", \"asin\": \"B000KL1LDE\", \"price\": \"$9.44\", \"quantity\": \"\"},\n{\"title\": \"medicube Salmon DNA PDRN pink collagen jelly gel mask | overnight face mask for glass glow skin- elasticity, hydrating, firming and moisturizing | korean skincare, 28g, 4ea\", \"asin\": \"B0DGTMR754\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Hair Shampoo Henna Black - Colour and Shine - 300 Ml / Natural & Organic\", \"asin\": \"B00BDJJEPO\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"medicube Deep Vitamin C Golden Capsule Face Moisturizer - Liposome Capsules For Wrinkles, Skin Radiance - Transparent Gel for Glow Hydration - Korean Skin Care 1.94 oz\", \"asin\": \"B0D2Z3GGCY\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"BAGSMART Toiletry Bag Travel Bag with Hanging Hook, Water-resistant Makeup Cosmetic Bag Travel Organizer for Accessories, Shampoo, Full-size Container, Toiletries (Baby Pink, Medium)\", \"asin\": \"/promo/A16CZSG7KNPJT3\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Cream\"}, {\"Size\": \"8 Set\"}]},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Beige\"}, {\"Size\": \"8Set\"}]},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"7 Count (Pack of 3)\"}]},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"delivery\": \"FREE delivery Sat, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"42 Count (Pack of 1)\"}]},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Reedle Shot 100\"}]},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Cica Daily Soothing Mask\"}]},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"2.1 Ounce (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Ninja BC151BK Blast Portable Blender, Cordless, 18oz. Vessel, Personal Blender-for Shakes & Smoothies, BPA Free, Leakproof-Lid & Sip Spout, USB-C Rechargeable, Dishwasher Safe Parts, Black\", \"asin\": \"B0C2FF4JD1\", \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"Crocs Unisex-Adult Crush Clog, Black, 7 Women/5 Men\", \"asin\": \"B09GHFJHMD\", \"price\": \"$44.95\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"7 Women/5 Men\"}]},\n{\"title\": \"Windshield Sun Shade - Car Sun Shade Windshield, Reflector Sunshade Offers Ultimate Protection for Car Interior\", \"asin\": \"B0CSFGH2XG\", \"options\": [{\"Size\": \"Small(55*28 inch)\"}]},\n{\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"options\": [{\"Style\": \"No. 5\"}]},\n{\"title\": \"HANDPICK Japanese Organic Matcha Green Tea Powder (100 Servings) - Authentic Premium Second Flush Harvest | Resealable Ziplock Pouch\", \"asin\": \"B0C33Q1FSB\", \"price\": \"$14.99\", \"options\": [{\"Flavor Name\": \"Matcha Green Tea\"}]},\n{\"title\": \"Hermes Un Jardin Sur Le Nil By Hermes For Women. Eau De Toilette Spray 1.6 oz\", \"asin\": \"B000E9FRA0\", \"price\": \"$62.08\", \"options\": [{\"Size\": \"1.6 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Lattafa Ameer Al Oud Intense Oud for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B09JZFZ4BW\", \"price\": \"$19.00\", \"options\": [{\"Scent\": \"OUD\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"Method Hydrating Body Wash, Coconut Milk, Paraben and Phthalate Free, 18 oz (Pack of 1)\", \"asin\": \"B07FPYBPYD\", \"options\": [{\"Scent\": \"Coconut Milk\"}, {\"Size\": \"18 Fl Oz (Pack of 1)\"}]},\n{\"asin\": \"B07FPYBPYD\", \"options\": []},\n{\"title\": \"WLLHYF Nipple Covers Pink\", \"asin\": \"B0BYDSHL6K\", \"options\": []},\n{\"title\": \"WESTREE Dual Monitor Stand Riser, Wood and Steel Monitor Stand Riser, Computer Monitor Stand for 2 Monitors, Multi-Purpose Desktop Storage Stand for Computer,Laptop,Printer,TV\", \"asin\": \"B09QWC568X\", \"options\": [{\"Color\": \"Rustic Brown\"}, {\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:20.513Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:23:20.513Z
click_product
B0D14W4ZDL
rule
2025-04-02T17:23:20.513Z
train
2,868
2025-04-02T17:23:20.513Z
click_product
B0D14W4ZDL
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "promotion_items": [{"title": "BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea", "asin": "B0B2RM68G2", "price": "$19.00", "quantity": ""}, {"title": "Medicube Zero Pore Pads 2.0, Dual-Textured Facial Toner Pads for Exfoliation and Pore Care with 4.5% AHA Lactic Acid & 0.45% BHA Salicylic Acid, Ideal for All Skin Types, Korean Skin Care (70 Pads)", "asin": "B09V7Z4TJG", "price": "$17.90", "quantity": ""}, {"title": "Neutrogena Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct", "asin": "B07GKVBQDG", "price": "$6.88", "quantity": ""}, {"title": "Goli Ashwagandha & Vitamin D Gummy - 60 Count - Mixed Berry, KSM-66, Vegan, Plant Based, Non-GMO, Gluten-Free & Gelatin Free Relax. Restore. Unwind, Pack of 1", "asin": "B094T2BZCK", "price": "$14.98", "quantity": ""}, {"title": "SkinSmart Facial Cleanser for Acne, Targets Bacteria for Active Teenage Athletes Post Workout and Adult Acne, 8 oz Spray Bottle, Safe for Multiple Daily Uses", "asin": "B07VRFC3Y7", "price": "$17.46", "quantity": ""}, {"title": "ANUA Heartleaf Quercetinol Pore Deep Cleansing Foam, Facial Cleanser, for Double Cleansing, BHA, Hyaluronic Acid, Glycerin, Face Wash, Blackhead Remover, Korean Skincare (150ml/5.07 fl.oz.)", "asin": "B0BVV8BNYJ", "price": "$13.00", "quantity": ""}, {"title": "ANUA Niacinamide 10 + TXA 4 Serum, Hyaluronic Acid, Tranexamic acid, Vitamin B12, Facial Serum for Glass Skin, Clarifying, Radiant Complexion with Natural Color, Korean Skin Care (30ml /1.01 fl.oz)", "asin": "B0CLLV2T1P", "price": "$22.00", "quantity": ""}, {"title": "2 Pack European Plug Adapter USB C, TESSAN US to Europe Adapter 4 Outlets 3 USB Charger, Type C International Power Adaptor to Italy Spain France Portugal Iceland Germany, Europe Travel Essentials", "asin": "B0B27HX6P7", "price": "$23.99", "quantity": ""}, {"title": "Combat Max 12 Month Roach Killing Bait, Small Roach Bait Station, Child-Resistant, 18 Count", "asin": "B000KL1LDE", "price": "$9.44", "quantity": ""}, {"title": "medicube Salmon DNA PDRN pink collagen jelly gel mask | overnight face mask for glass glow skin- elasticity, hydrating, firming and moisturizing | korean skincare, 28g, 4ea", "asin": "B0DGTMR754", "price": "$17.90", "quantity": ""}, {"title": "Hair Shampoo Henna Black - Colour and Shine - 300 Ml / Natural & Organic", "asin": "B00BDJJEPO", "price": "$17.99", "quantity": ""}, {"title": "medicube Deep Vitamin C Golden Capsule Face Moisturizer - Liposome Capsules For Wrinkles, Skin Radiance - Transparent Gel for Glow Hydration - Korean Skin Care 1.94 oz", "asin": "B0D2Z3GGCY", "price": "$19.90", "quantity": ""}, {"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""}, {"title": "BAGSMART Toiletry Bag Travel Bag with Hanging Hook, Water-resistant Makeup Cosmetic Bag Travel Organizer for Accessories, Shampoo, Full-size Container, Toiletries (Baby Pink, Medium)", "asin": "/promo/A16CZSG7KNPJT3", "price": "$16.99", "quantity": ""}], "active_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Cream"}, {"Size": "8 Set"}]}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Beige"}, {"Size": "8Set"}]}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "7 Count (Pack of 3)"}]}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "delivery": "FREE delivery Sat, Apr 5 FREE Returns", "quantity": "1", "selected": true, "options": []}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Size": "42 Count (Pack of 1)"}]}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "Reedle Shot 100"}]}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "Cica Daily Soothing Mask"}]}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "2.1 Ounce (Pack of 1)"}]}], "saved_items": [{"title": "Ninja BC151BK Blast Portable Blender, Cordless, 18oz. Vessel, Personal Blender-for Shakes & Smoothies, BPA Free, Leakproof-Lid & Sip Spout, USB-C Rechargeable, Dishwasher Safe Parts, Black", "asin": "B0C2FF4JD1", "options": [{"Color": "Black"}]}, {"title": "Crocs Unisex-Adult Crush Clog, Black, 7 Women/5 Men", "asin": "B09GHFJHMD", "price": "$44.95", "options": [{"Color": "Black"}, {"Size": "7 Women/5 Men"}]}, {"title": "Windshield Sun Shade - Car Sun Shade Windshield, Reflector Sunshade Offers Ultimate Protection for Car Interior", "asin": "B0CSFGH2XG", "options": [{"Size": "Small(55*28 inch)"}]}, {"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "options": [{"Style": "No. 5"}]}, {"title": "HANDPICK Japanese Organic Matcha Green Tea Powder (100 Servings) - Authentic Premium Second Flush Harvest | Resealable Ziplock Pouch", "asin": "B0C33Q1FSB", "price": "$14.99", "options": [{"Flavor Name": "Matcha Green Tea"}]}, {"title": "Hermes Un Jardin Sur Le Nil By Hermes For Women. Eau De Toilette Spray 1.6 oz", "asin": "B000E9FRA0", "price": "$62.08", "options": [{"Size": "1.6 Fl Oz (Pack of 1)"}]}, {"title": "Lattafa Ameer Al Oud Intense Oud for Unisex Eau de Parfum Spray, 3.4 Ounce", "asin": "B09JZFZ4BW", "price": "$19.00", "options": [{"Scent": "OUD"}, {"Size": "1 Count (Pack of 1)"}]}, {"title": "Method Hydrating Body Wash, Coconut Milk, Paraben and Phthalate Free, 18 oz (Pack of 1)", "asin": "B07FPYBPYD", "options": [{"Scent": "Coconut Milk"}, {"Size": "18 Fl Oz (Pack of 1)"}]}, {"asin": "B07FPYBPYD", "options": []}, {"title": "WLLHYF Nipple Covers Pink", "asin": "B0BYDSHL6K", "options": []}, {"title": "WESTREE Dual Monitor Stand Riser, Wood and Steel Monitor Stand Riser, Computer Monitor Stand for 2 Monitors, Multi-Purpose Desktop Storage Stand for Computer,Laptop,Printer,TV", "asin": "B09QWC568X", "options": [{"Color": "Rustic Brown"}, {"Size": "Large"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:23:20.513Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0D14W4ZDL</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B0D14W4ZDL</answer_argument>", "index": 2868, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Medicube Zero Pore Pads 2.0, Dual-Textured Facial Toner Pads for Exfoliation and Pore Care with 4.5% AHA Lactic Acid & 0.45% BHA Salicylic Acid, Ideal for All Skin Types, Korean Skin Care (70 Pads)\", \"asin\": \"B09V7Z4TJG\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Goli Ashwagandha & Vitamin D Gummy - 60 Count - Mixed Berry, KSM-66, Vegan, Plant Based, Non-GMO, Gluten-Free & Gelatin Free Relax. Restore. Unwind, Pack of 1\", \"asin\": \"B094T2BZCK\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"SkinSmart Facial Cleanser for Acne, Targets Bacteria for Active Teenage Athletes Post Workout and Adult Acne, 8 oz Spray Bottle, Safe for Multiple Daily Uses\", \"asin\": \"B07VRFC3Y7\", \"price\": \"$17.46\", \"quantity\": \"\"},\n{\"title\": \"ANUA Heartleaf Quercetinol Pore Deep Cleansing Foam, Facial Cleanser, for Double Cleansing, BHA, Hyaluronic Acid, Glycerin, Face Wash, Blackhead Remover, Korean Skincare (150ml/5.07 fl.oz.)\", \"asin\": \"B0BVV8BNYJ\", \"price\": \"$13.00\", \"quantity\": \"\"},\n{\"title\": \"ANUA Niacinamide 10 + TXA 4 Serum, Hyaluronic Acid, Tranexamic acid, Vitamin B12, Facial Serum for Glass Skin, Clarifying, Radiant Complexion with Natural Color, Korean Skin Care (30ml /1.01 fl.oz)\", \"asin\": \"B0CLLV2T1P\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pack European Plug Adapter USB C, TESSAN US to Europe Adapter 4 Outlets 3 USB Charger, Type C International Power Adaptor to Italy Spain France Portugal Iceland Germany, Europe Travel Essentials\", \"asin\": \"B0B27HX6P7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Combat Max 12 Month Roach Killing Bait, Small Roach Bait Station, Child-Resistant, 18 Count\", \"asin\": \"B000KL1LDE\", \"price\": \"$9.44\", \"quantity\": \"\"},\n{\"title\": \"medicube Salmon DNA PDRN pink collagen jelly gel mask | overnight face mask for glass glow skin- elasticity, hydrating, firming and moisturizing | korean skincare, 28g, 4ea\", \"asin\": \"B0DGTMR754\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Hair Shampoo Henna Black - Colour and Shine - 300 Ml / Natural & Organic\", \"asin\": \"B00BDJJEPO\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"medicube Deep Vitamin C Golden Capsule Face Moisturizer - Liposome Capsules For Wrinkles, Skin Radiance - Transparent Gel for Glow Hydration - Korean Skin Care 1.94 oz\", \"asin\": \"B0D2Z3GGCY\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"BAGSMART Toiletry Bag Travel Bag with Hanging Hook, Water-resistant Makeup Cosmetic Bag Travel Organizer for Accessories, Shampoo, Full-size Container, Toiletries (Baby Pink, Medium)\", \"asin\": \"/promo/A16CZSG7KNPJT3\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Cream\"}, {\"Size\": \"8 Set\"}]},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Beige\"}, {\"Size\": \"8Set\"}]},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"7 Count (Pack of 3)\"}]},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"delivery\": \"FREE delivery Sat, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"42 Count (Pack of 1)\"}]},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Reedle Shot 100\"}]},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Cica Daily Soothing Mask\"}]},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"2.1 Ounce (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Ninja BC151BK Blast Portable Blender, Cordless, 18oz. Vessel, Personal Blender-for Shakes & Smoothies, BPA Free, Leakproof-Lid & Sip Spout, USB-C Rechargeable, Dishwasher Safe Parts, Black\", \"asin\": \"B0C2FF4JD1\", \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"Crocs Unisex-Adult Crush Clog, Black, 7 Women/5 Men\", \"asin\": \"B09GHFJHMD\", \"price\": \"$44.95\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"7 Women/5 Men\"}]},\n{\"title\": \"Windshield Sun Shade - Car Sun Shade Windshield, Reflector Sunshade Offers Ultimate Protection for Car Interior\", \"asin\": \"B0CSFGH2XG\", \"options\": [{\"Size\": \"Small(55*28 inch)\"}]},\n{\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"options\": [{\"Style\": \"No. 5\"}]},\n{\"title\": \"HANDPICK Japanese Organic Matcha Green Tea Powder (100 Servings) - Authentic Premium Second Flush Harvest | Resealable Ziplock Pouch\", \"asin\": \"B0C33Q1FSB\", \"price\": \"$14.99\", \"options\": [{\"Flavor Name\": \"Matcha Green Tea\"}]},\n{\"title\": \"Hermes Un Jardin Sur Le Nil By Hermes For Women. Eau De Toilette Spray 1.6 oz\", \"asin\": \"B000E9FRA0\", \"price\": \"$62.08\", \"options\": [{\"Size\": \"1.6 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Lattafa Ameer Al Oud Intense Oud for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B09JZFZ4BW\", \"price\": \"$19.00\", \"options\": [{\"Scent\": \"OUD\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"Method Hydrating Body Wash, Coconut Milk, Paraben and Phthalate Free, 18 oz (Pack of 1)\", \"asin\": \"B07FPYBPYD\", \"options\": [{\"Scent\": \"Coconut Milk\"}, {\"Size\": \"18 Fl Oz (Pack of 1)\"}]},\n{\"asin\": \"B07FPYBPYD\", \"options\": []},\n{\"title\": \"WLLHYF Nipple Covers Pink\", \"asin\": \"B0BYDSHL6K\", \"options\": []},\n{\"title\": \"WESTREE Dual Monitor Stand Riser, Wood and Steel Monitor Stand Riser, Computer Monitor Stand for 2 Monitors, Multi-Purpose Desktop Storage Stand for Computer,Laptop,Printer,TV\", \"asin\": \"B09QWC568X\", \"options\": [{\"Color\": \"Rustic Brown\"}, {\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:20.513Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0D14W4ZDL\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:27.807Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:23:27.807Z
click
product_option
rule
2025-04-02T17:23:27.807Z
train
2,869
2025-04-02T17:23:27.807Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:20.513Z", "action": "click_product", "action_argument": "B0D14W4ZDL"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "product_details": [{"asin": "B0D14W4ZDL"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7 Count (Pack of 1)"}], "promotion_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)", "asin": "B093T3LQPP", "price": "$16.41", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "quantity": ""}, {"title": "Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift", "asin": "B016P3HI64", "price": "$15.99", "quantity": ""}], "comparison_items": [{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "price": "$5.97"}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54"}, {"title": "Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes", "asin": "B0BR38BRTR", "price": "$4.24"}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:23:27.807Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2869, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0D14W4ZDL\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:27.807Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D14W4ZDL\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:03.319Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:24:03.319Z
click
product_option
rule
2025-04-02T17:24:03.319Z
train
2,870
2025-04-02T17:24:03.319Z
click
product_option
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:20.513Z", "action": "click_product", "action_argument": "B0D14W4ZDL"} {"timestamp": "2025-04-02T17:23:27.807Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}], "product_details": [{"asin": "B0D14W4ZDL"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7 Count (Pack of 1)"}], "promotion_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)", "asin": "B093T3LQPP", "price": "$16.41", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "quantity": ""}, {"title": "Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift", "asin": "B016P3HI64", "price": "$15.99", "quantity": ""}], "comparison_items": [{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "price": "$5.97"}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54"}, {"title": "Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes", "asin": "B0BR38BRTR", "price": "$4.24"}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:24:03.319Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>", "index": 2870, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D14W4ZDL\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:03.319Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-02T17:24:03.319Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01EMYW7BY\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\"},\n{\"price\": \"$1.99\"},\n{\"bullet_list\": \"Set includes make-up remover cleansing towelettes\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Pacifica Makeup Remover Face Wipes - Daily Facial Cleansing & Exfoliating Towelettes - Biodegradable - Organic - w/ Gycolic Acid - Clean Beauty Vegan & Cruelty-Free Dermatologist Tested 30 Count\", \"asin\": \"B07ZLCRM5G\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Makeup Remover Cloth, 6\\\" x 6\\\" Make Up Towels Reusable Face Cloth for Washing Face, ...\", \"asin\": \"B086BJQBNW\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:07.406Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-02T17:24:07.406Z
purchase
B01EMYW7BY
rule
2025-04-02T17:24:07.406Z
train
2,871
2025-04-02T17:24:07.406Z
purchase
B01EMYW7BY
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"} {"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"} {"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"} {"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-02T17:23:20.513Z", "action": "click_product", "action_argument": "B0D14W4ZDL"} {"timestamp": "2025-04-02T17:23:27.807Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-02T17:24:03.319Z", "action": "click", "action_argument": "product_option"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}], "cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"}, {"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"}, {"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"}, {"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"}, {"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"}, {"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"}, {"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}], "product_details": [{"asin": "B01EMYW7BY"}, {"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary"}, {"price": "$1.99"}, {"bullet_list": "Set includes make-up remover cleansing towelettes"}], "product_quantity": [{"quantity": "1"}, {"quantity": "1"}], "product_options": [{"Size": "7 Count (Pack of 1)"}], "promotion_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""}, {"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""}, {"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""}, {"title": "Pacifica Makeup Remover Face Wipes - Daily Facial Cleansing & Exfoliating Towelettes - Biodegradable - Organic - w/ Gycolic Acid - Clean Beauty Vegan & Cruelty-Free Dermatologist Tested 30 Count", "asin": "B07ZLCRM5G", "quantity": ""}, {"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "quantity": ""}, {"title": "Makeup Remover Cloth, 6\" x 6\" Make Up Towels Reusable Face Cloth for Washing Face, ...", "asin": "B086BJQBNW", "price": "$9.99", "quantity": ""}], "comparison_items": [{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "B01EMYW7BY", "price": "$1.99"}, {"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"}, {"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54"}, {"title": "Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes", "asin": "B0BR38BRTR", "price": "$4.24"}, {"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"}, {"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-02T17:24:07.406Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>purchase</answer_action><answer_argument>B01EMYW7BY</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>purchase</answer_action><answer_argument>B01EMYW7BY</answer_argument>", "index": 2871, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-02T17:24:03.319Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01EMYW7BY\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\"},\n{\"price\": \"$1.99\"},\n{\"bullet_list\": \"Set includes make-up remover cleansing towelettes\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Pacifica Makeup Remover Face Wipes - Daily Facial Cleansing & Exfoliating Towelettes - Biodegradable - Organic - w/ Gycolic Acid - Clean Beauty Vegan & Cruelty-Free Dermatologist Tested 30 Count\", \"asin\": \"B07ZLCRM5G\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Makeup Remover Cloth, 6\\\" x 6\\\" Make Up Towels Reusable Face Cloth for Washing Face, ...\", \"asin\": \"B086BJQBNW\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:07.406Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:06:21.102Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:06:21.102Z
input
oral b io
rule
2025-04-22T19:06:21.102Z
train
2,872
2025-04-22T19:06:21.102Z
input
oral b io
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:06:21.102Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>oral b io</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>oral b io</answer_argument>", "index": 2872, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:06:21.102Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:06:22.773Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:06:22.773Z
click
search
rule
2025-04-22T19:06:22.773Z
train
2,873
2025-04-22T19:06:22.773Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:06:22.773Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2873, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:06:22.773Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\\n1 Count (Pack of 5)\", \"asin\": \"\", \"price\": \"$46.48\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black 1 Count (Pack of 5)\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\"}],\n\"search_results\": [{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, Black\", \"asin\": \"B0B5YPHMW8\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, White with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HT9TSK\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx\", \"asin\": \"B088CK6XJ4\", \"price\": \"$219.94\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Series Ultimate Clean Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 count, Black\", \"asin\": \"B0B69KJH18\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTX7YW\", \"price\": \"$72.78\", \"delivery\": \"FREE delivery Sun, Apr 27 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"3DWhite Brilliance Deep Stain Remover Brilliant White Toothpaste - 3.1oz/2pk\", \"asin\": \"B0DPNGKZ9P\", \"price\": \"$20.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP69FS5K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4, Suitable for Mailbox, Black\", \"asin\": \"B089F7N4XF\", \"price\": \"$34.84\", \"delivery\": \"FREE delivery for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$139.95\", \"delivery\": \"FREE delivery Apr 29 - May 1 for Prime members\"},\n{\"title\": \"IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Medium Bristles Brush Heads Compatible with Oral B, Deep Clean and Sensitive Care, 8 Pack Black/White\", \"asin\": \"B0DR65F2BZ\", \"price\": \"$25.98\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"R1 Rotating Electric Toothbrush with 8 Brush Heads for Adults and Kids, 60-Day Battery Life, 5 Modes Rechargeable Power Toothbrush with 2-Minute Smart Timer, Black\", \"asin\": \"B0CMQGFJYD\", \"price\": \"$24.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP5XSH7T\", \"price\": \"$69.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Gentle Care Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4 Toothbrush Heads, Suitable for Mailbox, White\", \"asin\": \"B089F523M8\", \"price\": \"$35.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Simple Clean Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head and 1 Black Travel Case - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0DLLGG2Z8\", \"price\": \"$70.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$59.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 2 count, White\", \"asin\": \"B088CJ143C\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 7 Electric Toothbrush with 2 Replacement Brush Heads, White Alabaster\", \"asin\": \"B088CFK5VQ\", \"price\": \"$180.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 5 Ultimate White Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YR3R5H\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 CrossAction Electric Toothbrush, Black and White, 2 Count\", \"asin\": \"B07L5P2J8D\", \"price\": \"$89.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 8 Electric Toothbrush with 2 Replacement Brush Heads and Travel Case, Rechargeable Toothbrush, Whitealabaster\", \"asin\": \"B088CL4RKZ\", \"price\": \"$225.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"HEALTH AZ+ Oral B IO Ultimate Clean Toothbrush Head WHITE 4 Count\", \"asin\": \"B0D8TTGL72\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"iO Series 3 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTKW2K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Brush Heads to Make Your Mouth Feel Sensational\", \"asin\": \"B089MDLT2N\", \"price\": \"$29.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 7s Rechargeable Toothbrush with 2 Handles, 2 Chargers, 3 Brush Heads and 2 Deluxe Travel Cases\", \"asin\": \"B08NWHCY12\", \"price\": \"$274.95\", \"delivery\": \"FREE delivery Apr 29 - May 5 Or fastest delivery Apr 25 - 29 Only 3 left in stock - order soon.\"},\n{\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 Count, Black\", \"asin\": \"B0B69LHG4B\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"FlossAction Electric Toothbrush Replacement Brush Heads Refills, 5 Count\", \"asin\": \"B07Y8YPMCV\", \"price\": \"$44.50\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Ultimate Cleaning Electric Toothbrush Heads, 8 Pieces, Ultimate Tooth Cleaning, Toothbrush Attachment for Oral-B Toothbrushes, Letterbox Enabled Packaging, Black\", \"asin\": \"B0B1DV8KG8\", \"price\": \"$50.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"CrossAction Electric Toothbrush Replacement Brush Heads Refill, 4ct\", \"asin\": \"B019MEPPIG\", \"price\": \"$39.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate White Replacement Brush Heads, White, 2 Count\", \"asin\": \"B0B91928YJ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n{\"title\": \"Oral B Cross Action Electric Toothbrush Replacement Brush Heads Refill, 4Count\", \"asin\": \"B00LVUSVU4\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black\", \"asin\": \"B084PPRXB5\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Pink\", \"asin\": \"B07XF8NT4C\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count\", \"asin\": \"B00006ANDK\", \"price\": \"$17.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Pure White with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D7Y6V2\", \"price\": \"$56.66\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"iO Series 5 Rechargeable Toothbrush Dual Pack\", \"asin\": \"B0CFWLVL41\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery May 4 - 11 for Prime members\"},\n{\"title\": \"iO 5 Brilliant Clean Electric Toothbrush, 2 Pack\", \"asin\": \"B0CJZ3VVBY\"},\n{\"title\": \"Pulsar, Battery Powered 3D White Advanced Vivid Soft Toothbrush Twin Pack, Tooth Brush Pack, Travel Essentials (Colors May Vary)\", \"asin\": \"B003E09CPM\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Specialised Clean Toothbrush Heads, Pack of 2 Counts\", \"asin\": \"B0B18RZPTK\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 500 Electric Toothbrush with (1) Brush Head, Rechargeable, Black\", \"asin\": \"B0B6MDLZTN\", \"price\": \"$29.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Black\", \"asin\": \"B01AKGRTUM\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"8 Pcs IO Replacement Heads Compatible with Oral b iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Brush Heads Compatible with Oral B, Intelligent Cleaning for Gum Care and Teeth Clean (Black/White)\", \"asin\": \"B0DSB8P7PF\", \"price\": \"$25.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)\", \"asin\": \"B08QWZHBTF\", \"price\": \"$20.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"G5S Smart Electric Toothbrush with 0.96'' Screen, Real-time Missed Area Feedback Electric Tooth Brush, 2 Brush Heads,150 Days Lasting, 3 Min Timer, Travel Case for Adults and Kids (Black)\", \"asin\": \"B0DLVDD7K9\", \"price\": \"$31.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black\", \"asin\": \"B07Y45NJ83\", \"price\": \"$33.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 19 left in stock - order soon.\"},\n{\"title\": \"iO Series 7G Electric Toothbrush with Replacement Brush Head, White Alabaster\", \"asin\": \"B088CK2927\", \"price\": \"$174.95\", \"delivery\": \"FREE delivery Fri, May 2 Or fastest delivery Thu, Apr 24 Only 1 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:07:22.708Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:07:22.708Z
click_product
B095FRGT35
rule
2025-04-22T19:07:22.708Z
train
2,874
2025-04-22T19:07:22.708Z
click_product
B095FRGT35
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\n1 Count (Pack of 5)", "asin": "", "price": "$46.48", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\nAdult1 Count (Pack of 1)", "asin": "", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\nAdult1 Count (Pack of 1)", "asin": "", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\nAdult1 Count (Pack of 1)", "asin": "", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\nAdult1 Count (Pack of 1)", "asin": "", "price": "$179.96", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black 1 Count (Pack of 5)", "asin": "B0DLHC3YQ3", "price": "$46.48", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}], "ads": [{"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D8BRK2"}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S"}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX"}], "search_results": [{"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, Black", "asin": "B0B5YPHMW8", "price": "$99.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, White with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HT9TSK", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black", "asin": "B0DLHC3YQ3", "price": "$46.48", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic", "asin": "B07R8DQHZK", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx", "asin": "B088CK6XJ4", "price": "$219.94", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Series Ultimate Clean Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 count, Black", "asin": "B0B69KJH18", "price": "$38.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White", "asin": "B0B5HTX7YW", "price": "$72.78", "delivery": "FREE delivery Sun, Apr 27 for Prime members Only 1 left in stock (more on the way)."}, {"title": "iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "3DWhite Brilliance Deep Stain Remover Brilliant White Toothpaste - 3.1oz/2pk", "asin": "B0DPNGKZ9P", "price": "$20.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11", "asin": "B0CM44GT41", "price": "$279.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$199.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black", "asin": "B0C2S65831", "price": "$379.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger", "asin": "B0BP69FS5K", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate Clean Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4, Suitable for Mailbox, Black", "asin": "B089F7N4XF", "price": "$34.84", "delivery": "FREE delivery for Prime members Only 1 left in stock - order soon."}, {"title": "iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$139.95", "delivery": "FREE delivery Apr 29 - May 1 for Prime members"}, {"title": "IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Medium Bristles Brush Heads Compatible with Oral B, Deep Clean and Sensitive Care, 8 Pack Black/White", "asin": "B0DR65F2BZ", "price": "$25.98", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "R1 Rotating Electric Toothbrush with 8 Brush Heads for Adults and Kids, 60-Day Battery Life, 5 Modes Rechargeable Power Toothbrush with 2-Minute Smart Timer, Black", "asin": "B0CMQGFJYD", "price": "$24.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger", "asin": "B0BP5XSH7T", "price": "$69.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Gentle Care Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4 Toothbrush Heads, Suitable for Mailbox, White", "asin": "B089F523M8", "price": "$35.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Simple Clean Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head and 1 Black Travel Case - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0DLLGG2Z8", "price": "$70.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D8BRK2", "price": "$59.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 2 count, White", "asin": "B088CJ143C", "price": "$20.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 7 Electric Toothbrush with 2 Replacement Brush Heads, White Alabaster", "asin": "B088CFK5VQ", "price": "$180.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 5 Ultimate White Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YR3R5H", "price": "$99.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 1000 CrossAction Electric Toothbrush, Black and White, 2 Count", "asin": "B07L5P2J8D", "price": "$89.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 8 Electric Toothbrush with 2 Replacement Brush Heads and Travel Case, Rechargeable Toothbrush, Whitealabaster", "asin": "B088CL4RKZ", "price": "$225.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "HEALTH AZ+ Oral B IO Ultimate Clean Toothbrush Head WHITE 4 Count", "asin": "B0D8TTGL72", "price": "$27.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "iO Series 3 Electric Toothbrush with (1) Brush Head, Rechargeable, White", "asin": "B0B5HTKW2K", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate Clean Brush Heads to Make Your Mouth Feel Sensational", "asin": "B089MDLT2N", "price": "$29.22", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 7s Rechargeable Toothbrush with 2 Handles, 2 Chargers, 3 Brush Heads and 2 Deluxe Travel Cases", "asin": "B08NWHCY12", "price": "$274.95", "delivery": "FREE delivery Apr 29 - May 5 Or fastest delivery Apr 25 - 29 Only 3 left in stock - order soon."}, {"title": "iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 Count, Black", "asin": "B0B69LHG4B", "price": "$48.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "FlossAction Electric Toothbrush Replacement Brush Heads Refills, 5 Count", "asin": "B07Y8YPMCV", "price": "$44.50", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Ultimate Cleaning Electric Toothbrush Heads, 8 Pieces, Ultimate Tooth Cleaning, Toothbrush Attachment for Oral-B Toothbrushes, Letterbox Enabled Packaging, Black", "asin": "B0B1DV8KG8", "price": "$50.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "CrossAction Electric Toothbrush Replacement Brush Heads Refill, 4ct", "asin": "B019MEPPIG", "price": "$39.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Ultimate White Replacement Brush Heads, White, 2 Count", "asin": "B0B91928YJ", "price": "$29.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon."}, {"title": "Oral B Cross Action Electric Toothbrush Replacement Brush Heads Refill, 4Count", "asin": "B00LVUSVU4", "price": "$15.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black", "asin": "B084PPRXB5", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 1000 Rechargeable Electric Toothbrush, Pink", "asin": "B07XF8NT4C", "price": "$49.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count", "asin": "B00006ANDK", "price": "$17.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Series 2 Rechargeable Electric Powered Toothbrush, Pure White with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1D7Y6V2", "price": "$56.66", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "iO Series 5 Rechargeable Toothbrush Dual Pack", "asin": "B0CFWLVL41", "price": "$169.98", "delivery": "FREE delivery May 4 - 11 for Prime members"}, {"title": "iO 5 Brilliant Clean Electric Toothbrush, 2 Pack", "asin": "B0CJZ3VVBY"}, {"title": "Pulsar, Battery Powered 3D White Advanced Vivid Soft Toothbrush Twin Pack, Tooth Brush Pack, Travel Essentials (Colors May Vary)", "asin": "B003E09CPM", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Specialised Clean Toothbrush Heads, Pack of 2 Counts", "asin": "B0B18RZPTK", "price": "$19.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 500 Electric Toothbrush with (1) Brush Head, Rechargeable, Black", "asin": "B0B6MDLZTN", "price": "$29.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro 1000 Rechargeable Electric Toothbrush, Black", "asin": "B01AKGRTUM", "price": "$49.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "8 Pcs IO Replacement Heads Compatible with Oral b iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Brush Heads Compatible with Oral B, Intelligent Cleaning for Gum Care and Teeth Clean (Black/White)", "asin": "B0DSB8P7PF", "price": "$25.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)", "asin": "B08QWZHBTF", "price": "$20.36", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "G5S Smart Electric Toothbrush with 0.96'' Screen, Real-time Missed Area Feedback Electric Tooth Brush, 2 Brush Heads,150 Days Lasting, 3 Min Timer, Travel Case for Adults and Kids (Black)", "asin": "B0DLVDD7K9", "price": "$31.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black", "asin": "B07Y45NJ83", "price": "$33.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Only 19 left in stock - order soon."}, {"title": "iO Series 7G Electric Toothbrush with Replacement Brush Head, White Alabaster", "asin": "B088CK2927", "price": "$174.95", "delivery": "FREE delivery Fri, May 2 Or fastest delivery Thu, Apr 24 Only 1 left in stock - order soon."}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:07:22.708Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B095FRGT35</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B095FRGT35</answer_argument>", "index": 2874, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\\n1 Count (Pack of 5)\", \"asin\": \"\", \"price\": \"$46.48\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\\nAdult1 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black 1 Count (Pack of 5)\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\"}],\n\"search_results\": [{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, Black\", \"asin\": \"B0B5YPHMW8\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, White with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HT9TSK\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive Black\", \"asin\": \"B0DLHC3YQ3\", \"price\": \"$46.48\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Series 9 Electric Toothbrush with 3 Replacement Brush Heads, Black Onyx\", \"asin\": \"B088CK6XJ4\", \"price\": \"$219.94\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Series Ultimate Clean Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 count, Black\", \"asin\": \"B0B69KJH18\", \"price\": \"$38.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 4 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTX7YW\", \"price\": \"$72.78\", \"delivery\": \"FREE delivery Sun, Apr 27 for Prime members Only 1 left in stock (more on the way).\"},\n{\"title\": \"iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"3DWhite Brilliance Deep Stain Remover Brilliant White Toothpaste - 3.1oz/2pk\", \"asin\": \"B0DPNGKZ9P\", \"price\": \"$20.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"iO Series 10 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Min Timer, 7 Cleaning Settings, 4 Replacement Toothbrush Heads, and Charging Travel Case, Black\", \"asin\": \"B0C2S65831\", \"price\": \"$379.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP69FS5K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4, Suitable for Mailbox, Black\", \"asin\": \"B089F7N4XF\", \"price\": \"$34.84\", \"delivery\": \"FREE delivery for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$139.95\", \"delivery\": \"FREE delivery Apr 29 - May 1 for Prime members\"},\n{\"title\": \"IO Replacement Heads Compatible with Oral B iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Medium Bristles Brush Heads Compatible with Oral B, Deep Clean and Sensitive Care, 8 Pack Black/White\", \"asin\": \"B0DR65F2BZ\", \"price\": \"$25.98\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"R1 Rotating Electric Toothbrush with 8 Brush Heads for Adults and Kids, 60-Day Battery Life, 5 Modes Rechargeable Power Toothbrush with 2-Minute Smart Timer, Black\", \"asin\": \"B0CMQGFJYD\", \"price\": \"$24.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO3 Electric Toothbrush (1) with (1) Ultimate Clean Brush Head and (1) Charger\", \"asin\": \"B0BP5XSH7T\", \"price\": \"$69.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Gentle Care Electric Toothbrush Head, Twisted & Angled Bristles for Deeper Plaque Removal, Pack of 4 Toothbrush Heads, Suitable for Mailbox, White\", \"asin\": \"B089F523M8\", \"price\": \"$35.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Simple Clean Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head and 1 Black Travel Case - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0DLLGG2Z8\", \"price\": \"$70.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Night Black with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D8BRK2\", \"price\": \"$59.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 2 count, White\", \"asin\": \"B088CJ143C\", \"price\": \"$20.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 7 Electric Toothbrush with 2 Replacement Brush Heads, White Alabaster\", \"asin\": \"B088CFK5VQ\", \"price\": \"$180.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 5 Ultimate White Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YR3R5H\", \"price\": \"$99.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 CrossAction Electric Toothbrush, Black and White, 2 Count\", \"asin\": \"B07L5P2J8D\", \"price\": \"$89.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 8 Electric Toothbrush with 2 Replacement Brush Heads and Travel Case, Rechargeable Toothbrush, Whitealabaster\", \"asin\": \"B088CL4RKZ\", \"price\": \"$225.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"HEALTH AZ+ Oral B IO Ultimate Clean Toothbrush Head WHITE 4 Count\", \"asin\": \"B0D8TTGL72\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"iO Series 3 Electric Toothbrush with (1) Brush Head, Rechargeable, White\", \"asin\": \"B0B5HTKW2K\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate Clean Brush Heads to Make Your Mouth Feel Sensational\", \"asin\": \"B089MDLT2N\", \"price\": \"$29.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 7s Rechargeable Toothbrush with 2 Handles, 2 Chargers, 3 Brush Heads and 2 Deluxe Travel Cases\", \"asin\": \"B08NWHCY12\", \"price\": \"$274.95\", \"delivery\": \"FREE delivery Apr 29 - May 5 Or fastest delivery Apr 25 - 29 Only 3 left in stock - order soon.\"},\n{\"title\": \"iO Series Gentle Care Electric Toothbrush Replacement Brush Heads for an Oral-B Electric Toothbrush, 4 Count, Black\", \"asin\": \"B0B69LHG4B\", \"price\": \"$48.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"FlossAction Electric Toothbrush Replacement Brush Heads Refills, 5 Count\", \"asin\": \"B07Y8YPMCV\", \"price\": \"$44.50\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Ultimate Cleaning Electric Toothbrush Heads, 8 Pieces, Ultimate Tooth Cleaning, Toothbrush Attachment for Oral-B Toothbrushes, Letterbox Enabled Packaging, Black\", \"asin\": \"B0B1DV8KG8\", \"price\": \"$50.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"CrossAction Electric Toothbrush Replacement Brush Heads Refill, 4ct\", \"asin\": \"B019MEPPIG\", \"price\": \"$39.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Ultimate White Replacement Brush Heads, White, 2 Count\", \"asin\": \"B0B91928YJ\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n{\"title\": \"Oral B Cross Action Electric Toothbrush Replacement Brush Heads Refill, 4Count\", \"asin\": \"B00LVUSVU4\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Genius X Limited Rechargeable Electric Toothbrush with 1 Replacement Brush Head, Travel Case, Midnight Black\", \"asin\": \"B084PPRXB5\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Pink\", \"asin\": \"B07XF8NT4C\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count\", \"asin\": \"B00006ANDK\", \"price\": \"$17.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush, Pure White with 1 Gentle Care Brush Head - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1D7Y6V2\", \"price\": \"$56.66\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"iO Series 5 Rechargeable Toothbrush Dual Pack\", \"asin\": \"B0CFWLVL41\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery May 4 - 11 for Prime members\"},\n{\"title\": \"iO 5 Brilliant Clean Electric Toothbrush, 2 Pack\", \"asin\": \"B0CJZ3VVBY\"},\n{\"title\": \"Pulsar, Battery Powered 3D White Advanced Vivid Soft Toothbrush Twin Pack, Tooth Brush Pack, Travel Essentials (Colors May Vary)\", \"asin\": \"B003E09CPM\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Specialised Clean Toothbrush Heads, Pack of 2 Counts\", \"asin\": \"B0B18RZPTK\", \"price\": \"$19.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 500 Electric Toothbrush with (1) Brush Head, Rechargeable, Black\", \"asin\": \"B0B6MDLZTN\", \"price\": \"$29.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro 1000 Rechargeable Electric Toothbrush, Black\", \"asin\": \"B01AKGRTUM\", \"price\": \"$49.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"8 Pcs IO Replacement Heads Compatible with Oral b iO 2/3/4/5/6/7/8/9/10 Series Electric Toothbrush, Brush Heads Compatible with Oral B, Intelligent Cleaning for Gum Care and Teeth Clean (Black/White)\", \"asin\": \"B0DSB8P7PF\", \"price\": \"$25.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Electric Toothbrush Head Replacement Brush, White, 5 Count (Fits Most Oral-B Brushes) (Previously Solimo)\", \"asin\": \"B08QWZHBTF\", \"price\": \"$20.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"G5S Smart Electric Toothbrush with 0.96'' Screen, Real-time Missed Area Feedback Electric Tooth Brush, 2 Brush Heads,150 Days Lasting, 3 Min Timer, Travel Case for Adults and Kids (Black)\", \"asin\": \"B0DLVDD7K9\", \"price\": \"$31.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Vitality FlossAction Electric Toothbrush with Replacement Brush Head, Black\", \"asin\": \"B07Y45NJ83\", \"price\": \"$33.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 19 left in stock - order soon.\"},\n{\"title\": \"iO Series 7G Electric Toothbrush with Replacement Brush Head, White Alabaster\", \"asin\": \"B088CK2927\", \"price\": \"$174.95\", \"delivery\": \"FREE delivery Fri, May 2 Or fastest delivery Thu, Apr 24 Only 1 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:07:22.708Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:00.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:00.292Z
click
review
rule
2025-04-22T19:08:00.292Z
train
2,875
2025-04-22T19:08:00.292Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:00.292Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2875, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:00.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:02.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:02.521Z
click
review
rule
2025-04-22T19:08:02.521Z
train
2,876
2025-04-22T19:08:02.521Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:02.521Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2876, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:02.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:06.393Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:06.393Z
click
review
rule
2025-04-22T19:08:06.393Z
train
2,877
2025-04-22T19:08:06.393Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:06.393Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2877, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:06.393Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:08.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:08.644Z
click
review
rule
2025-04-22T19:08:08.644Z
train
2,878
2025-04-22T19:08:08.644Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:08.644Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2878, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:08.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:11.461Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:11.461Z
click
review
rule
2025-04-22T19:08:11.461Z
train
2,879
2025-04-22T19:08:11.461Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:11.461Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2879, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:11.461Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:16.454Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:16.454Z
click
review
rule
2025-04-22T19:08:16.454Z
train
2,880
2025-04-22T19:08:16.454Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:16.454Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2880, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:16.454Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:19.331Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:19.331Z
click
review
rule
2025-04-22T19:08:19.331Z
train
2,881
2025-04-22T19:08:19.331Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:19.331Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2881, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:19.331Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:32.566Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:32.566Z
click
review
rule
2025-04-22T19:08:32.566Z
train
2,882
2025-04-22T19:08:32.566Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:32.566Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2882, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:32.566Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:43.830Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:43.830Z
click
review
rule
2025-04-22T19:08:43.830Z
train
2,883
2025-04-22T19:08:43.830Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:43.830Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2883, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:43.830Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:48.619Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:08:48.619Z
click
review
rule
2025-04-22T19:08:48.619Z
train
2,884
2025-04-22T19:08:48.619Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:08:48.619Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2884, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:08:48.619Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:00.559Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:09:00.559Z
click
review
rule
2025-04-22T19:09:00.559Z
train
2,885
2025-04-22T19:09:00.559Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:09:00.559Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2885, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:00.559Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:32.910Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:09:32.910Z
click
review
rule
2025-04-22T19:09:32.910Z
train
2,886
2025-04-22T19:09:32.910Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:09:32.910Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2886, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:32.910Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:41.880Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:09:41.880Z
click
review
rule
2025-04-22T19:09:41.880Z
train
2,887
2025-04-22T19:09:41.880Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:09:41.880Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2887, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:09:41.880Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:15:59.642Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:15:59.642Z
click
nav_bar
rule
2025-04-22T19:15:59.642Z
train
2,888
2025-04-22T19:15:59.642Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "oral b io"}], "product_details": [{"asin": "B095FRGT35"}, {"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal"}, {"price": "$139.95"}, {"bullet_list": "ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs."}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Grayopal"}, {"Size": "1 Count (Pack of 1)"}], "promotion_items": [{"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black", "asin": "B0B5HVM6JX", "price": "$149.99", "quantity": ""}, {"title": "Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush", "asin": "B00MBAD7SO", "price": "$16.49", "quantity": ""}, {"title": "Oral-B - rotating-power-toothbrushes", "asin": "B0B5B5TZFS", "price": "$44.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper", "asin": "B0D63K7YDY", "price": "$37.99", "quantity": ""}, {"title": "Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary", "asin": "B01LXY19XD", "price": "$79.67", "quantity": ""}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "quantity": ""}, {"title": "Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White", "asin": "B0DLHGL25T", "price": "$46.50", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$59.99", "quantity": ""}], "comparison_items": [{"title": "Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal", "asin": "B095FRGT35", "price": "$149.90"}, {"title": "Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCD3F71H", "price": "$219.99"}, {"title": "Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White", "asin": "B0B5YPZS45", "price": "$99.94"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:15:59.642Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2888, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"oral b io\"}],\n\"product_details\": [{\"asin\": \"B095FRGT35\"},\n{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\"},\n{\"price\": \"$139.95\"},\n{\"bullet_list\": \"ADVANCED PLAQUE REMOVAL: In just 1 week, remove 100% more plaque and get 2x healthier gums with Oral-B's most advanced technology, making it a great electric toothbrush for adults. SMART BRUSHING EXPERIENCE: Experience Oral-B's smart brushing with a display to select cleaning modes, track your brushing time, replace timely refill head & track battery level, all features of a top automatic toothbrush. ORAL-B APP: Never miss a spot with the Oral-B app that tracks how and where you brush in real-time. GUM PROTECTION: Protect your gums with iO pressure sensor, Oral-B iO signals if you brush too hard, too soft or just right for an effective and safe clean, a feature unique to this rechargeable toothbrush for adults. PERSONALIZED CLEANING SETTINGS: Personalize your brushing choosing among 5 cleaning settings: Daily Clean, Sensitive, Whitening, Gum Care and Intense Clean, making this adult toothbrush versatile for all your oral care needs.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Grayopal\"},\n{\"Size\": \"1 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Whiten Rechargeable Electric Toothbrush with Visible Pressure Sensor, 2 Minute Timer, 5 Cleaning Settings, 1 iO5 Limited, 3 Toothbrush Heads, Travel Case & Refill Holder, Black\", \"asin\": \"B0B5HVM6JX\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Braun DB4010 Oral-B Advance Power Dual Battery Operated Electric Toothbrush\", \"asin\": \"B00MBAD7SO\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"Oral-B - rotating-power-toothbrushes\", \"asin\": \"B0B5B5TZFS\", \"price\": \"$44.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Quip Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Metal Handle, 3 Month Battery Life - Travel Toothbrush - Copper\", \"asin\": \"B0D63K7YDY\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Waterpik Aquarius Water Flosser Professional For Teeth, Gums, Braces, Dental Care, Electric Power With 10 Settings, 7 Tips For Multiple Users And Needs, ADA Accepted, Black WP-662, Packaging May Vary\", \"asin\": \"B01LXY19XD\", \"price\": \"$79.67\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Ultimate Clean Replacement Brush Heads, 5 Count, 4 Ultimate Clean + 1 Gum & Sensitive White\", \"asin\": \"B0DLHGL25T\", \"price\": \"$46.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Oral-B iO Series 6 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Head, and Travel Case, Grey Opal\", \"asin\": \"B095FRGT35\", \"price\": \"$149.90\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, White with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCD3F71H\", \"price\": \"$219.99\"},\n{\"title\": \"Oral-B iO Series 5 Rechargeable Electric Toothbrush with Visible Pressure Sensor to Protect Gums, 2 Minute Timer, 5 Cleaning Settings, 1 Replacement Toothbrush Heads, and Travel Case, White\", \"asin\": \"B0B5YPZS45\", \"price\": \"$99.94\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:15:59.642Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:08.020Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:16:08.020Z
input
sonicare toothbrush
rule
2025-04-22T19:16:08.020Z
train
2,889
2025-04-22T19:16:08.020Z
input
sonicare toothbrush
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:16:08.020Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>sonicare toothbrush</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>sonicare toothbrush</answer_argument>", "index": 2889, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:08.020Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare toothbrush\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic Adult1 Count (Pack of 1)\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\"}],\n\"search_results\": [{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, White, Model HX3681/23\", \"asin\": \"B09LD8T445\", \"price\": \"$49.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11\", \"asin\": \"B078GVH2VH\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"PHILIPS Sonicare ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"PHILIPS Sonicare 2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 3 left in stock - order soon.\"},\n{\"title\": \"Aquasonic Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"Oral-B Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips One by Sonicare Battery Toothbrush, Midnight Blue, HY1100/04\", \"asin\": \"B08S8RZ32R\", \"price\": \"$24.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"PHILIPS Sonicare 9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 11 left in stock - order soon.\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"BURST Original Sonic Electric Toothbrush for Adults (White) | Soft Bristles | Deep Clean Stain & Plaque Removal | 3 Modes: Teeth Whitening, Sensitive & Massage\", \"asin\": \"B07WVF44WP\", \"price\": \"$53.32\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"2-1 Oral Clean Kit- Water Dental flosser & Electric Toothbrush Combo- Brushing & Flossing- for Teeth Cleaning and Gum Health (Black)\", \"asin\": \"B0CZL55GR7\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips Sonicare One by Sonicare Rechargeable Toothbrush, Sage, HY1200/28\", \"asin\": \"B0C8KSK2D3\", \"price\": \"$39.29\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\", \"price\": \"$46.39\", \"delivery\": \"FREE delivery Wed, Apr 30 for Prime members\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Grey, Model HX9903/45\", \"asin\": \"B0CM438KZY\", \"price\": \"$225.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush, Interactive for Better Brushing, Turquoise, HX6321/02\", \"asin\": \"B00YAR7ZL6\", \"price\": \"$34.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Smart 9750 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Rosegold, HX9924/67\", \"asin\": \"B0CM418165\", \"price\": \"$339.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine E-Series Replacement Toothbrush Heads, 3 Brush Heads, White, HX7023/64\", \"asin\": \"B0085RZKR8\", \"price\": \"$41.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine SimplyClean Replacement Toothbrush Heads, 5 Brush Heads, White, HX6015/03\", \"asin\": \"B00OELU6B4\", \"price\": \"$39.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare A3 Premium All-in-One, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9092/65\", \"asin\": \"B091TW5ZSF\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Smart 9700 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Lunar Blue, Model HX9957/71\", \"asin\": \"B0CM41TKPD\", \"price\": \"$333.16\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n{\"title\": \"Philips Sonicare Genuine Sensitive Replacement Toothbrush Heads for Sensitive Teeth, 3 Brush Heads, White, HX6053/64\", \"asin\": \"B0086VIA0M\", \"price\": \"$27.96\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Philips Sonicare Genuine C3 Premium Plaque Control Toothbrush Heads, 4 Brush Heads, White, HX9044/65\", \"asin\": \"B0719D46NY\", \"price\": \"$44.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Replacement Toothbrush Heads, 3 Brush Heads, White, HX6063/65\", \"asin\": \"B078BBZQWK\", \"price\": \"$34.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"PHILIPS Battery Powered Sonicare Diamond Clean Rechargeable Toothbrush for Complete Oral Care 2-Pack Handles \\uff08Black\", \"asin\": \"B0BF8PLVNP\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Apr 28 - 30 Only 3 left in stock - order soon.\"},\n{\"title\": \"IPX7 Waterproof Sonicare Electric Toothbrush, 2-Hour Fast Charge with Intelligent Time Reminder, 5 Modes, 8 Brush Heads, Travel, Indoor, Outdoor, Blue\", \"asin\": \"B0B9RQW6WK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Connected Rechargeable Battery Powered Toothbrush 2-Pack Pink/White\", \"asin\": \"B09ML2YM1H\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Thu, May 1 Or fastest delivery Apr 24 - 28\"},\n{\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 4 Brush Heads, White, HX9054/65\", \"asin\": \"B071L9QVFQ\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Philips Sonicare Power Flosser & Toothbrush System 7000, HX3921/40\", \"asin\": \"B08LJ6CBSW\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare for Kids 7+ Genuine Replacement Toothbrush Heads, 2 Brush Heads, Turquoise and White, Standard, HX6042/94\", \"asin\": \"B00G5L85S2\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9052/95\", \"asin\": \"B07146XQY2\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Philips Sonicare G2 Optimal Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 3 Pack, HX9033/65\", \"asin\": \"B078BF2BGN\", \"price\": \"$27.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"PHILIPS Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 2 left in stock - order soon.\"},\n{\"title\": \"Philips Sonicare Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare G3 2-in-1 Plaque Removal + Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9052/65\", \"asin\": \"B0719DCHV5\", \"price\": \"$26.96\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"PHILIPS Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Philips Sonicare ProResults Brush Heads (Fit All Philips Sonicare Handles), 8 Pack - HX6018/26\", \"asin\": \"B00DE8VX9C\", \"price\": \"$41.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults Teens: 180 Days Battery Life, 48000VPM Motor 5 Cleaning Modes 2 Min Smart Timer 4 Quality Replacement Heads IPX8 Durable Rechargeable Travel Toothbrush\", \"asin\": \"B0DNF673KY\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips One By Sonicare, 2 Brush Heads, Mint Light Blue, BH1022/03\", \"asin\": \"B08S8PVQL5\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Original Brush for Kids HX6034 / 33, Gentle Cleaning of Children's Teeth, from 3 Years, 4 Pieces\", \"asin\": \"B00I97OW5U\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:27.525Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:16:27.525Z
click_product
B09LD8VXLX
rule
2025-04-22T19:16:27.525Z
train
2,890
2025-04-22T19:16:27.525Z
click_product
B09LD8VXLX
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", 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"input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. 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order soon."}, {"title": "Aquasonic Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count", "asin": "B0BWNY7ZZS", "price": "$99.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "Oral-B Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack", "asin": "B01KZ6V00W", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Philips One by Sonicare Battery Toothbrush, Midnight Blue, HY1100/04", "asin": "B08S8RZ32R", "price": "$24.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11", "asin": "B0CM44GT41", "price": "$279.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "PHILIPS Sonicare 9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92", "asin": "B0B5VQHL6N", "price": "$189.00", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 11 left in stock - order soon."}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "BURST Original Sonic Electric Toothbrush for Adults (White) | Soft Bristles | Deep Clean Stain & Plaque Removal | 3 Modes: Teeth Whitening, Sensitive & Massage", "asin": "B07WVF44WP", "price": "$53.32", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)", "asin": "B005GLZ9U4", "price": "$10.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "2-1 Oral Clean Kit- Water Dental flosser & Electric Toothbrush Combo- Brushing & Flossing- for Teeth Cleaning and Gum Health (Black)", "asin": "B0CZL55GR7", "price": "$59.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Philips Sonicare One by Sonicare Rechargeable Toothbrush, Sage, HY1200/28", "asin": "B0C8KSK2D3", "price": "$39.29", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01", "asin": "B078D75HMM", "price": "$46.39", "delivery": "FREE delivery Wed, Apr 30 for Prime members"}, {"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Grey, Model HX9903/45", "asin": "B0CM438KZY", "price": "$225.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush, Interactive for Better Brushing, Turquoise, HX6321/02", "asin": "B00YAR7ZL6", "price": "$34.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Smart 9750 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Rosegold, HX9924/67", "asin": "B0CM418165", "price": "$339.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine E-Series Replacement Toothbrush Heads, 3 Brush Heads, White, HX7023/64", "asin": "B0085RZKR8", "price": "$41.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine SimplyClean Replacement Toothbrush Heads, 5 Brush Heads, White, HX6015/03", "asin": "B00OELU6B4", "price": "$39.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare A3 Premium All-in-One, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9092/65", "asin": "B091TW5ZSF", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Smart 9700 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Lunar Blue, Model HX9957/71", "asin": "B0CM41TKPD", "price": "$333.16", "delivery": "FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."}, {"title": "Philips Sonicare Genuine Sensitive Replacement Toothbrush Heads for Sensitive Teeth, 3 Brush Heads, White, HX6053/64", "asin": "B0086VIA0M", "price": "$27.96", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Philips Sonicare Genuine C3 Premium Plaque Control Toothbrush Heads, 4 Brush Heads, White, HX9044/65", "asin": "B0719D46NY", "price": "$44.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine W DiamondClean Replacement Toothbrush Heads, 3 Brush Heads, White, HX6063/65", "asin": "B078BBZQWK", "price": "$34.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "PHILIPS Battery Powered Sonicare Diamond Clean Rechargeable Toothbrush for Complete Oral Care 2-Pack Handles \uff08Black", "asin": "B0BF8PLVNP", "price": "$299.99", "delivery": "FREE delivery Apr 28 - 30 Only 3 left in stock - order soon."}, {"title": "IPX7 Waterproof Sonicare Electric Toothbrush, 2-Hour Fast Charge with Intelligent Time Reminder, 5 Modes, 8 Brush Heads, Travel, Indoor, Outdoor, Blue", "asin": "B0B9RQW6WK", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare DiamondClean Connected Rechargeable Battery Powered Toothbrush 2-Pack Pink/White", "asin": "B09ML2YM1H", "price": "$279.99", "delivery": "FREE delivery Thu, May 1 Or fastest delivery Apr 24 - 28"}, {"title": "PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 4 Brush Heads, White, HX9054/65", "asin": "B071L9QVFQ", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink", "asin": "B08CGQ1XWF", "price": "$129.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Philips Sonicare Power Flosser & Toothbrush System 7000, HX3921/40", "asin": "B08LJ6CBSW", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)", "asin": "B07635CRS3", "price": "$169.98", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare for Kids 7+ Genuine Replacement Toothbrush Heads, 2 Brush Heads, Turquoise and White, Standard, HX6042/94", "asin": "B00G5L85S2", "price": "$19.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9052/95", "asin": "B07146XQY2", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound", "asin": "B077Y7VQJ1", "price": "$123.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "Philips Sonicare G2 Optimal Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 3 Pack, HX9033/65", "asin": "B078BF2BGN", "price": "$27.96", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "PHILIPS Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)", "asin": "B0BHPWT7SR", "price": "$199.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 2 left in stock - order soon."}, {"title": "Philips Sonicare Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)", "asin": "B07B38Z3S7", "price": "$45.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare G3 2-in-1 Plaque Removal + Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9052/65", "asin": "B0719DCHV5", "price": "$26.96", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$26.96", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "PHILIPS Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$94.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "Philips Sonicare ProResults Brush Heads (Fit All Philips Sonicare Handles), 8 Pack - HX6018/26", "asin": "B00DE8VX9C", "price": "$41.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Electric Toothbrush for Adults Teens: 180 Days Battery Life, 48000VPM Motor 5 Cleaning Modes 2 Min Smart Timer 4 Quality Replacement Heads IPX8 Durable Rechargeable Travel Toothbrush", "asin": "B0DNF673KY", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips One By Sonicare, 2 Brush Heads, Mint Light Blue, BH1022/03", "asin": "B08S8PVQL5", "price": "$7.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips Sonicare Original Brush for Kids HX6034 / 33, Gentle Cleaning of Children's Teeth, from 3 Years, 4 Pieces", "asin": "B00I97OW5U", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:16:27.525Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click_product</answer_action><answer_argument>B09LD8VXLX</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click_product</answer_action><answer_argument>B09LD8VXLX</answer_argument>", "index": 2890, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare toothbrush\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic Adult1 Count (Pack of 1)\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case Adult1 Count (Pack of 1)\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\"}],\n\"search_results\": [{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, White, Model HX3681/23\", \"asin\": \"B09LD8T445\", \"price\": \"$49.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11\", \"asin\": \"B078GVH2VH\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"Oral-B iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"PHILIPS Sonicare ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"PHILIPS Sonicare 2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$49.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Only 3 left in stock - order soon.\"},\n{\"title\": \"Aquasonic Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Aquasonic Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"Oral-B Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips One by Sonicare Battery Toothbrush, Midnight Blue, HY1100/04\", \"asin\": \"B08S8RZ32R\", \"price\": \"$24.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Smart 9500 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Black, Model HX9923/11\", \"asin\": \"B0CM44GT41\", \"price\": \"$279.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"PHILIPS Sonicare 9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 11 left in stock - order soon.\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"BURST Original Sonic Electric Toothbrush for Adults (White) | Soft Bristles | Deep Clean Stain & Plaque Removal | 3 Modes: Teeth Whitening, Sensitive & Massage\", \"asin\": \"B07WVF44WP\", \"price\": \"$53.32\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"2-1 Oral Clean Kit- Water Dental flosser & Electric Toothbrush Combo- Brushing & Flossing- for Teeth Cleaning and Gum Health (Black)\", \"asin\": \"B0CZL55GR7\", \"price\": \"$59.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Philips Sonicare One by Sonicare Rechargeable Toothbrush, Sage, HY1200/28\", \"asin\": \"B0C8KSK2D3\", \"price\": \"$39.29\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\", \"price\": \"$46.39\", \"delivery\": \"FREE delivery Wed, Apr 30 for Prime members\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Grey, Model HX9903/45\", \"asin\": \"B0CM438KZY\", \"price\": \"$225.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare for Kids 3+ Bluetooth Connected Rechargeable Electric Power Toothbrush, Interactive for Better Brushing, Turquoise, HX6321/02\", \"asin\": \"B00YAR7ZL6\", \"price\": \"$34.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Smart 9750 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Rosegold, HX9924/67\", \"asin\": \"B0CM418165\", \"price\": \"$339.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine E-Series Replacement Toothbrush Heads, 3 Brush Heads, White, HX7023/64\", \"asin\": \"B0085RZKR8\", \"price\": \"$41.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine SimplyClean Replacement Toothbrush Heads, 5 Brush Heads, White, HX6015/03\", \"asin\": \"B00OELU6B4\", \"price\": \"$39.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare A3 Premium All-in-One, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9092/65\", \"asin\": \"B091TW5ZSF\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Smart 9700 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 5 Brushing Modes and 3 Intensity Levels, Lunar Blue, Model HX9957/71\", \"asin\": \"B0CM41TKPD\", \"price\": \"$333.16\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n{\"title\": \"Philips Sonicare Genuine Sensitive Replacement Toothbrush Heads for Sensitive Teeth, 3 Brush Heads, White, HX6053/64\", \"asin\": \"B0086VIA0M\", \"price\": \"$27.96\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Philips Sonicare Genuine C3 Premium Plaque Control Toothbrush Heads, 4 Brush Heads, White, HX9044/65\", \"asin\": \"B0719D46NY\", \"price\": \"$44.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Replacement Toothbrush Heads, 3 Brush Heads, White, HX6063/65\", \"asin\": \"B078BBZQWK\", \"price\": \"$34.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"PHILIPS Battery Powered Sonicare Diamond Clean Rechargeable Toothbrush for Complete Oral Care 2-Pack Handles \\uff08Black\", \"asin\": \"B0BF8PLVNP\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Apr 28 - 30 Only 3 left in stock - order soon.\"},\n{\"title\": \"IPX7 Waterproof Sonicare Electric Toothbrush, 2-Hour Fast Charge with Intelligent Time Reminder, 5 Modes, 8 Brush Heads, Travel, Indoor, Outdoor, Blue\", \"asin\": \"B0B9RQW6WK\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare DiamondClean Connected Rechargeable Battery Powered Toothbrush 2-Pack Pink/White\", \"asin\": \"B09ML2YM1H\", \"price\": \"$279.99\", \"delivery\": \"FREE delivery Thu, May 1 Or fastest delivery Apr 24 - 28\"},\n{\"title\": \"PHILIPS Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 4 Brush Heads, White, HX9054/65\", \"asin\": \"B071L9QVFQ\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Philips Sonicare Power Flosser & Toothbrush System 7000, HX3921/40\", \"asin\": \"B08LJ6CBSW\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare for Kids 7+ Genuine Replacement Toothbrush Heads, 2 Brush Heads, Turquoise and White, Standard, HX6042/94\", \"asin\": \"B00G5L85S2\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Genuine G3 Premium Gum Care Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9052/95\", \"asin\": \"B07146XQY2\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Philips Sonicare G2 Optimal Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 3 Pack, HX9033/65\", \"asin\": \"B078BF2BGN\", \"price\": \"$27.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"PHILIPS Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 2 left in stock - order soon.\"},\n{\"title\": \"Philips Sonicare Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare G3 2-in-1 Plaque Removal + Gum Care Brush Heads, Genuine Replacement Toothbrush Heads, White, 2 Pack, HX9052/65\", \"asin\": \"B0719DCHV5\", \"price\": \"$26.96\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"PHILIPS Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Philips Sonicare ProResults Brush Heads (Fit All Philips Sonicare Handles), 8 Pack - HX6018/26\", \"asin\": \"B00DE8VX9C\", \"price\": \"$41.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults Teens: 180 Days Battery Life, 48000VPM Motor 5 Cleaning Modes 2 Min Smart Timer 4 Quality Replacement Heads IPX8 Durable Rechargeable Travel Toothbrush\", \"asin\": \"B0DNF673KY\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips One By Sonicare, 2 Brush Heads, Mint Light Blue, BH1022/03\", \"asin\": \"B08S8PVQL5\", \"price\": \"$7.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips Sonicare Original Brush for Kids HX6034 / 33, Gentle Cleaning of Children's Teeth, from 3 Years, 4 Pieces\", \"asin\": \"B00I97OW5U\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:27.525Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare toothbrush\"}],\n\"product_details\": [{\"asin\": \"B09LD8VXLX\"},\n{\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\"},\n{\"price\": \"$19.96\"},\n{\"bullet_list\": \"2 minute SmarTimer with QuadPacer ensure Dentist-recommended brushing time. Battery life up to 14 days Slim ergonomic design makes brushing easier and more comfortable Easy-start gently eases you into the electric brushing experience by gradually increasing power Long battery life with battery light indicator: One charge last for 2 weeks Includes: 1 Philips Sonicare 1100 electric toothbrush, 1 SimplyClean (C1) brush head, and 1 USB charger (wall adaptor not included) Subscribe & Save on genuine Philips Sonicare brush head replacements and save up to 15%.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Power Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Mint Green Metallic\", \"asin\": \"B0C1D7WZ1W\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\"},\n{\"title\": \"Brushmo e-Series Electric Sonic Toothbrush - Rechargeable Screw-On Electronic Tooth Brush for Adults with 3 Modes & Timer - IPX7 Waterproof, Long-Lasting Battery & Wireless Charging Base - White\", \"asin\": \"B0DD62Z666\", \"price\": \"$49.95\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11\", \"asin\": \"B078GVH2VH\", \"price\": \"$79.96\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, Rechargeable Toothbrush With 8 Brush Head, 4 Modes and 2 Minute Timer, 42000VPM Power Motor, IPX8 Waterproof, 4 Hours Fast Charge last 90 days (Black)\", \"asin\": \"B0D7ZX8RG5\", \"price\": \"$9.99\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"},\n{\"title\": \"COSLUS Electric Toothbrush for Adults and Teen: Wireless Rechargeable Tooth Brush for Adult and Teen Youth with Portable Travel Case, 5 Modes 47000 VPM Power Toothbrushes 6 Brush Heads Pink\", \"asin\": \"B0D5R9HG6F\", \"price\": \"$17.13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:58.031Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T19:16:58.031Z
click
review
rule
2025-04-22T19:16:58.031Z
train
2,891
2025-04-22T19:16:58.031Z
click
review
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} {"timestamp": "2025-04-22T19:16:27.525Z", "action": "click_product", "action_argument": "B09LD8VXLX"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "sonicare toothbrush"}], "product_details": [{"asin": "B09LD8VXLX"}, {"title": "PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02"}, {"price": "$19.96"}, {"bullet_list": "2 minute SmarTimer with QuadPacer ensure Dentist-recommended brushing time. Battery life up to 14 days Slim ergonomic design makes brushing easier and more comfortable Easy-start gently eases you into the electric brushing experience by gradually increasing power Long battery life with battery light indicator: One charge last for 2 weeks Includes: 1 Philips Sonicare 1100 electric toothbrush, 1 SimplyClean (C1) brush head, and 1 USB charger (wall adaptor not included) Subscribe & Save on genuine Philips Sonicare brush head replacements and save up to 15%."}], "product_quantity": [{"quantity": "1"}], "promotion_items": [{"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$199.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""}, {"title": "Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "quantity": ""}, {"title": "Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Power Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Mint Green Metallic", "asin": "B0C1D7WZ1W", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "quantity": ""}, {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06", "asin": "B07TBGP29C", "price": "$199.99", "quantity": ""}], "comparison_items": [{"title": "PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96"}, {"title": "Brushmo e-Series Electric Sonic Toothbrush - Rechargeable Screw-On Electronic Tooth Brush for Adults with 3 Modes & Timer - IPX7 Waterproof, Long-Lasting Battery & Wireless Charging Base - White", "asin": "B0DD62Z666", "price": "$49.95"}, {"title": "Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11", "asin": "B078GVH2VH", "price": "$79.96"}, {"title": "Sonic Electric Toothbrush for Adults and Kids, Rechargeable Toothbrush With 8 Brush Head, 4 Modes and 2 Minute Timer, 42000VPM Power Motor, IPX8 Waterproof, 4 Hours Fast Charge last 90 days (Black)", "asin": "B0D7ZX8RG5", "price": "$9.99"}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96"}, {"title": "COSLUS Electric Toothbrush for Adults and Teen: Wireless Rechargeable Tooth Brush for Adult and Teen Youth with Portable Travel Case, 5 Modes 47000 VPM Power Toothbrushes 6 Brush Heads Pink", "asin": "B0D5R9HG6F", "price": "$17.13"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T19:16:58.031Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>", "index": 2891, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare toothbrush\"}],\n\"product_details\": [{\"asin\": \"B09LD8VXLX\"},\n{\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\"},\n{\"price\": \"$19.96\"},\n{\"bullet_list\": \"2 minute SmarTimer with QuadPacer ensure Dentist-recommended brushing time. Battery life up to 14 days Slim ergonomic design makes brushing easier and more comfortable Easy-start gently eases you into the electric brushing experience by gradually increasing power Long battery life with battery light indicator: One charge last for 2 weeks Includes: 1 Philips Sonicare 1100 electric toothbrush, 1 SimplyClean (C1) brush head, and 1 USB charger (wall adaptor not included) Subscribe & Save on genuine Philips Sonicare brush head replacements and save up to 15%.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Optic White\", \"asin\": \"B07R7DM3B3\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare 9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Power Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Mint Green Metallic\", \"asin\": \"B0C1D7WZ1W\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ExpertClean 7500 White, Rechargeable Electric Power Toothbrush, HX9690/06\", \"asin\": \"B07TBGP29C\", \"price\": \"$199.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"PHILIPS Sonicare 1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\"},\n{\"title\": \"Brushmo e-Series Electric Sonic Toothbrush - Rechargeable Screw-On Electronic Tooth Brush for Adults with 3 Modes & Timer - IPX7 Waterproof, Long-Lasting Battery & Wireless Charging Base - White\", \"asin\": \"B0DD62Z666\", \"price\": \"$49.95\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6857/11\", \"asin\": \"B078GVH2VH\", \"price\": \"$79.96\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, Rechargeable Toothbrush With 8 Brush Head, 4 Modes and 2 Minute Timer, 42000VPM Power Motor, IPX8 Waterproof, 4 Hours Fast Charge last 90 days (Black)\", \"asin\": \"B0D7ZX8RG5\", \"price\": \"$9.99\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\"},\n{\"title\": \"COSLUS Electric Toothbrush for Adults and Teen: Wireless Rechargeable Tooth Brush for Adult and Teen Youth with Portable Travel Case, 5 Modes 47000 VPM Power Toothbrushes 6 Brush Heads Pink\", \"asin\": \"B0D5R9HG6F\", \"price\": \"$17.13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T19:16:58.031Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T22:42:53.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T22:42:53.337Z
input
sonicare 6100
rule
2025-04-22T22:42:53.337Z
train
2,892
2025-04-22T22:42:53.337Z
input
sonicare 6100
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} {"timestamp": "2025-04-22T19:16:27.525Z", "action": "click_product", "action_argument": "B09LD8VXLX"} {"timestamp": "2025-04-22T19:16:58.031Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T22:42:53.337Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>sonicare 6100</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>sonicare 6100</answer_argument>", "index": 2892, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T22:42:53.337Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare 6100\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T22:42:55.884Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T22:42:55.884Z
click
search
rule
2025-04-22T22:42:55.884Z
train
2,893
2025-04-22T22:42:55.884Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} {"timestamp": "2025-04-22T19:16:27.525Z", "action": "click_product", "action_argument": "B09LD8VXLX"} {"timestamp": "2025-04-22T19:16:58.031Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T22:42:53.337Z", "action": "input", "action_argument": "sonicare 6100"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "sonicare 6100"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T22:42:55.884Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2893, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare 6100\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T22:42:55.884Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare 6100\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\"}],\n\"search_results\": [{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n{\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n{\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n{\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:45.693Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T23:05:45.693Z
input
sonicare 6100
rule
2025-04-22T23:05:45.693Z
train
2,894
2025-04-22T23:05:45.693Z
input
sonicare 6100
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": 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"review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} {"timestamp": "2025-04-22T19:16:27.525Z", "action": "click_product", "action_argument": "B09LD8VXLX"} {"timestamp": "2025-04-22T19:16:58.031Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T22:42:53.337Z", "action": "input", "action_argument": "sonicare 6100"} {"timestamp": "2025-04-22T22:42:55.884Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. 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4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound", "asin": "B077Y7VQJ1", "price": "$123.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$26.96", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic", "asin": "B07R8DQHZK", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black", "asin": "B0DNMLK6SC", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05", "asin": "B07TGQP8G1", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)", "asin": "B0BHPWT7SR", "price": "$199.99", "delivery": "FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon."}, {"title": "Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack", "asin": "B09L88473N", "price": "$14.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count", "asin": "B0DPR5DKMG", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack", "asin": "B01KZ6V00W", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)", "asin": "B005GLZ9U4", "price": "$10.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92", "asin": "B0B5VQHL6N", "price": "$178.81", "delivery": "FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."}, {"title": "Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)", "asin": "B07635CRS3", "price": "$169.98", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count", "asin": "B0CM3BVXDP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04", "asin": "B09LD8PTNJ", "price": "$32.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$94.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black", "asin": "B0931YDT8X", "price": "$149.00", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)", "asin": "B07B38Z3S7", "price": "$45.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack", "asin": "B0BRK9S2CF", "price": "$94.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon."}, {"title": "DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15", "asin": "B0CM426N2Y", "price": "$213.58", "delivery": "FREE delivery Apr 27 - 29 for Prime members"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count", "asin": "B078GVDB19", "price": "$48.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink", "asin": "B0BKR42599", "price": "$73.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01", "asin": "B08S8RH7MQ", "price": "$23.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack", "asin": "B09FXMSXMN", "price": "$9.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer", "asin": "B0C4799ZLW", "price": "$69.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink", "asin": "B08CGQ1XWF", "price": "$129.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)", "asin": "B0DQ3BWPM4", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)", "asin": "B09NNBDX7Z", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White", "asin": "B0852YJMT3", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01", "asin": "B078D75HMM"}, {"title": "Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)", "asin": "B08QFC4YBM", "price": "$25.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender", "asin": "B0D63KYHHH", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black", "asin": "B0C9WKZMFQ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack", "asin": "B09W2JG27G", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632", "asin": "B0DXLB65GG", "price": "$47.49", "delivery": "FREE delivery May 2 - 14"}, {"title": "Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord", "asin": "B0CZQWHQ6K", "price": "$8.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)", "asin": "B09D3YNPVV", "price": "$29.62", "delivery": "$4.79 delivery Tue, May 6"}, {"title": "Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack", "asin": "B0B6C952WV", "price": "$15.95", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)", "asin": "B08N4PZTNQ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS", "asin": "B0D498GFDL", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof", "asin": "B0DGQB8X58", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement", "asin": "B0D1GM4BNT", "price": "$17.89", "delivery": " Two-Day FREE delivery Thu, Apr 24"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T23:05:45.693Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>sonicare 6100</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>sonicare 6100</answer_argument>", "index": 2894, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare 6100\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\"}],\n\"search_results\": [{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n{\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n{\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n{\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:45.693Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": 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30\"},\n{\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n{\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n{\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:45.975Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T23:05:45.975Z
click
search
rule
2025-04-22T23:05:45.975Z
train
2,895
2025-04-22T23:05:45.975Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} {"timestamp": "2025-04-22T19:16:27.525Z", "action": "click_product", "action_argument": "B09LD8VXLX"} {"timestamp": "2025-04-22T19:16:58.031Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T22:42:53.337Z", "action": "input", "action_argument": "sonicare 6100"} {"timestamp": "2025-04-22T22:42:55.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T23:05:45.693Z", "action": "input", "action_argument": "sonicare 6100"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "sonicare 6100"}], "promotion_items": [{"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$54.94", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$54.94", "quantity": ""}, {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "AquaSonic Duo PRO \u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)", "asin": "B083G7F8PG", "price": "$79.95", "quantity": ""}], "ads": [{"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG"}, {"title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS"}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3"}], "search_results": [{"title": "iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$54.94", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count", "asin": "B0BWNY7ZZS", "price": "$99.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21", "asin": "B078GVDB18", "price": "$119.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60", "asin": "B078GVH2VJ", "price": "$79.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)", "asin": "B06XK2M3H3", "price": "$7.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Duo PRO \u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases", "asin": "B083G7F8PG", "price": "$79.95", "delivery": "FREE delivery for Prime membersOnly 1 left in stock - order soon."}, {"title": "Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound", "asin": "B077Y7VQJ1", "price": "$123.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$26.96", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic", "asin": "B07R8DQHZK", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black", "asin": "B0DNMLK6SC", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05", "asin": "B07TGQP8G1", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)", "asin": "B0BHPWT7SR", "price": "$199.99", "delivery": "FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon."}, {"title": "Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack", "asin": "B09L88473N", "price": "$14.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count", "asin": "B0DPR5DKMG", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack", "asin": "B01KZ6V00W", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)", "asin": "B005GLZ9U4", "price": "$10.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92", "asin": "B0B5VQHL6N", "price": "$178.81", "delivery": "FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."}, {"title": "Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)", "asin": "B07635CRS3", "price": "$169.98", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count", "asin": "B0CM3BVXDP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04", "asin": "B09LD8PTNJ", "price": "$32.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$94.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black", "asin": "B0931YDT8X", "price": "$149.00", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)", "asin": "B07B38Z3S7", "price": "$45.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack", "asin": "B0BRK9S2CF", "price": "$94.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon."}, {"title": "DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15", "asin": "B0CM426N2Y", "price": "$213.58", "delivery": "FREE delivery Apr 27 - 29 for Prime members"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count", "asin": "B078GVDB19", "price": "$48.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink", "asin": "B0BKR42599", "price": "$73.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01", "asin": "B08S8RH7MQ", "price": "$23.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack", "asin": "B09FXMSXMN", "price": "$9.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer", "asin": "B0C4799ZLW", "price": "$69.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink", "asin": "B08CGQ1XWF", "price": "$129.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)", "asin": "B0DQ3BWPM4", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)", "asin": "B09NNBDX7Z", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White", "asin": "B0852YJMT3", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01", "asin": "B078D75HMM"}, {"title": "Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)", "asin": "B08QFC4YBM", "price": "$25.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender", "asin": "B0D63KYHHH", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black", "asin": "B0C9WKZMFQ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack", "asin": "B09W2JG27G", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632", "asin": "B0DXLB65GG", "price": "$47.49", "delivery": "FREE delivery May 2 - 14"}, {"title": "Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord", "asin": "B0CZQWHQ6K", "price": "$8.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)", "asin": "B09D3YNPVV", "price": "$29.62", "delivery": "$4.79 delivery Tue, May 6"}, {"title": "Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack", "asin": "B0B6C952WV", "price": "$15.95", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)", "asin": "B08N4PZTNQ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS", "asin": "B0D498GFDL", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof", "asin": "B0DGQB8X58", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement", "asin": "B0D1GM4BNT", "price": "$17.89", "delivery": " Two-Day FREE delivery Thu, Apr 24"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T23:05:45.975Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2895, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare 6100\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\"}],\n\"search_results\": [{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n{\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n{\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n{\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:45.975Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T23:05:45.975Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"sonicare 6100\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\"}],\n\"search_results\": [{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n{\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n{\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n{\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:50.914Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T23:05:50.914Z
input
io5
rule
2025-04-22T23:05:50.914Z
train
2,896
2025-04-22T23:05:50.914Z
input
io5
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} {"timestamp": "2025-04-22T19:16:27.525Z", "action": "click_product", "action_argument": "B09LD8VXLX"} {"timestamp": "2025-04-22T19:16:58.031Z", "action": "click", "action_argument": "review"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-22T22:42:53.337Z", "action": "input", "action_argument": "sonicare 6100"} {"timestamp": "2025-04-22T22:42:55.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T23:05:45.693Z", "action": "input", "action_argument": "sonicare 6100"} {"timestamp": "2025-04-22T23:05:45.975Z", "action": "click", "action_argument": "search"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "sonicare 6100"}], "promotion_items": [{"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$54.94", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)", "asin": "B084TM4XKG", "price": "$109.96", "quantity": ""}, {"title": "Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)", "asin": "B0D1DQ7BH9", "price": "$54.94", "quantity": ""}, {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""}, {"title": "Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)", "asin": "B0B5HRWH1S", "price": "$99.99", "quantity": ""}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""}, {"title": "AquaSonic Duo PRO \u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)", "asin": "B083G7F8PG", "price": "$79.95", "quantity": ""}], "ads": [{"title": "Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG"}, {"title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS"}, {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3"}], "search_results": [{"title": "iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer", "asin": "B0D1DQ7BH9", "price": "$54.94", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count", "asin": "B0BWNY7ZZS", "price": "$99.99", "delivery": " FREE delivery Fri, Apr 25 "}, {"title": "ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21", "asin": "B078GVDB18", "price": "$119.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60", "asin": "B078GVH2VJ", "price": "$79.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34", "asin": "B084TM4XKG", "price": "$109.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$48.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)", "asin": "B06XK2M3H3", "price": "$7.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Duo PRO \u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases", "asin": "B083G7F8PG", "price": "$79.95", "delivery": "FREE delivery for Prime membersOnly 1 left in stock - order soon."}, {"title": "Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included", "asin": "B07HFG93GK", "price": "$49.95", "delivery": " Two-DayFREE delivery Thu, Apr 24 "}, {"title": "Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02", "asin": "B09LD8VXLX", "price": "$19.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound", "asin": "B077Y7VQJ1", "price": "$123.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95", "asin": "B078BF27BB", "price": "$26.96", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Charcoal Metallic", "asin": "B07R8DQHZK", "price": "$39.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black", "asin": "B0DNMLK6SC", "price": "$19.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Black Series PRO \u2013 Ultra-Whitening Electric Toothbrush \u2013 5 Modes & Smart Timers \u2013 Premium Travel Case & 6 Proflex Brush Heads \u2013 ADA Accepted Toothbrush", "asin": "B0DH1K553B", "price": "$59.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)", "asin": "B0C111DZTK", "price": "$19.95", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)", "asin": "B0D3FL916L", "price": "$78.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05", "asin": "B07TGQP8G1", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)", "asin": "B0BHPWT7SR", "price": "$199.99", "delivery": "FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon."}, {"title": "Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack", "asin": "B09L88473N", "price": "$14.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count", "asin": "B0DPR5DKMG", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack", "asin": "B01KZ6V00W", "price": "$17.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)", "asin": "B005GLZ9U4", "price": "$10.99", "delivery": " One-DayFREE delivery Tomorrow, Apr 23 "}, {"title": "Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92", "asin": "B0B5VQHL6N", "price": "$178.81", "delivery": "FREE delivery Fri, Apr 25 Only 10 left in stock - order soon."}, {"title": "Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)", "asin": "B07635CRS3", "price": "$169.98", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count", "asin": "B0CM3BVXDP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04", "asin": "B09LD8PTNJ", "price": "$32.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head", "asin": "B0CY3L6T8C", "price": "$94.99", "delivery": "FREE delivery Apr 30 - May 3 for Prime members"}, {"title": "9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12", "asin": "B08YCVJKXV", "price": "$379.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black", "asin": "B0931YDT8X", "price": "$149.00", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)", "asin": "B07B38Z3S7", "price": "$45.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack", "asin": "B0BRK9S2CF", "price": "$94.99", "delivery": "FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon."}, {"title": "DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15", "asin": "B0CM426N2Y", "price": "$213.58", "delivery": "FREE delivery Apr 27 - 29 for Prime members"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count", "asin": "B078GVDB19", "price": "$48.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case", "asin": "B0DCCJZC9F", "price": "$219.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink", "asin": "B0BKR42599", "price": "$73.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer", "asin": "B0B5HRWH1S", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01", "asin": "B08S8RH7MQ", "price": "$23.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack", "asin": "B09FXMSXMN", "price": "$9.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer", "asin": "B0C4799ZLW", "price": "$69.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink", "asin": "B08CGQ1XWF", "price": "$129.99", "delivery": "FREE delivery Apr 25 - 30"}, {"title": "Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)", "asin": "B0DQ3BWPM4", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)", "asin": "B09NNBDX7Z", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White", "asin": "B0852YJMT3", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01", "asin": "B078D75HMM"}, {"title": "Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)", "asin": "B08QFC4YBM", "price": "$25.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender", "asin": "B0D63KYHHH", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black", "asin": "B0C9WKZMFQ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack", "asin": "B09W2JG27G", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632", "asin": "B0DXLB65GG", "price": "$47.49", "delivery": "FREE delivery May 2 - 14"}, {"title": "Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord", "asin": "B0CZQWHQ6K", "price": "$8.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)", "asin": "B09D3YNPVV", "price": "$29.62", "delivery": "$4.79 delivery Tue, May 6"}, {"title": "Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack", "asin": "B0B6C952WV", "price": "$15.95", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)", "asin": "B08N4PZTNQ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS", "asin": "B0D498GFDL", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof", "asin": "B0DGQB8X58", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement", "asin": "B0D1GM4BNT", "price": "$17.89", "delivery": " Two-Day FREE delivery Thu, Apr 24"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T23:05:50.914Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>input</answer_action><answer_argument>io5</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>input</answer_action><answer_argument>io5</answer_argument>", "index": 2896, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": 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30\"},\n{\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n{\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n{\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:50.914Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T23:05:45.975Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:50.914Z\", \"action\": \"input\", \"action_argument\": \"io5\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"io5\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\"}],\n\"search_results\": [{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n{\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n{\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n{\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:51.471Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-22T23:05:51.471Z
click
search
rule
2025-04-22T23:05:51.471Z
train
2,897
2025-04-22T23:05:51.471Z
click
search
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-17T16:40:17.787Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-17T16:41:42.328Z", "action": "input", "action_argument": "funko "} {"timestamp": "2025-04-17T16:41:42.695Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-17T16:41:48.891Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-17T16:41:53.116Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b 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30"}, {"title": "Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)", "asin": "B0DQ3BWPM4", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)", "asin": "B09NNBDX7Z", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White", "asin": "B0852YJMT3", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01", "asin": "B078D75HMM"}, {"title": "Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)", "asin": "B08QFC4YBM", "price": "$25.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender", "asin": "B0D63KYHHH", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black", "asin": "B0C9WKZMFQ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack", "asin": "B09W2JG27G", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632", "asin": "B0DXLB65GG", "price": "$47.49", "delivery": "FREE delivery May 2 - 14"}, {"title": "Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord", "asin": "B0CZQWHQ6K", "price": "$8.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"}, {"title": "Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)", "asin": "B09D3YNPVV", "price": "$29.62", "delivery": "$4.79 delivery Tue, May 6"}, {"title": "Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack", "asin": "B0B6C952WV", "price": "$15.95", "delivery": "FREE delivery Fri, Apr 25"}, {"title": "Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)", "asin": "B08N4PZTNQ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS", "asin": "B0D498GFDL", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof", "asin": "B0DGQB8X58", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"}, {"title": "Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement", "asin": "B0D1GM4BNT", "price": "$17.89", "delivery": " Two-Day FREE delivery Thu, Apr 24"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-22T23:05:51.471Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>search</answer_argument>", "index": 2897, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T16:40:17.787Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T16:41:42.328Z\", \"action\": \"input\", \"action_argument\": \"funko \"}\n{\"timestamp\": \"2025-04-17T16:41:42.695Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-17T16:41:48.891Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-17T16:41:53.116Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T23:05:45.975Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:50.914Z\", \"action\": \"input\", \"action_argument\": \"io5\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"io5\"}],\n\"promotion_items\": [{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34 Adult1 Count (Pack of 1)\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"quantity\": \"\"},\n{\"title\": \"Aquasonic Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer Adult1 Count (Pack of 1)\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Oral-B iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer Adult1 Count (Pack of 1)\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07 Adult1 Count (Pack of 1)\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"quantity\": \"\"},\n{\"title\": \"AquaSonic Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases Adult1 Count (Pack of 1)\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Philips Sonicare ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\"},\n{\"title\": \"Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\"}],\n\"search_results\": [{\"title\": \"iO Series 2 Rechargeable Electric Powered Toothbrush Starter Kit, Night Black with 2 Brush Heads - Automatic Pressure Sensor to Protect Gums - 3 Modes - 2 Min Timer\", \"asin\": \"B0D1DQ7BH9\", \"price\": \"$54.94\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black 1.0 Count\", \"asin\": \"B0BWNY7ZZS\", \"price\": \"$99.99\", \"delivery\": \" FREE delivery Fri, Apr 25 \"},\n{\"title\": \"ProtectiveClean 6100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, White, Model HX6877/21\", \"asin\": \"B078GVDB18\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"ProtectiveClean 5100 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Travel Case, Black, Model HX6850/60\", \"asin\": \"B078GVH2VJ\", \"price\": \"$79.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 5300 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, with 2 Bonus Brush Heads, Travel Case, Black, Model HX6423/34\", \"asin\": \"B084TM4XKG\", \"price\": \"$109.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$48.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07\", \"asin\": \"B084X7BKF3\", \"price\": \"$179.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Advantage Vivid Dual Action Whitening Toothbrushes, Soft, Tooth Brush Pack of 4 Count, Tooth Brushes (Packaging and Product Color May Vary)\", \"asin\": \"B06XK2M3H3\", \"price\": \"$7.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Duo PRO \\u2013 Ultra Whitening 40,000 VPM Electric ToothBrushes \\u2013 ADA Accepted - 5 Modes with Smart Timers - UV Sanitizing & Wireless Charging Base - 10 Proflex Brush Heads & 2 Travel Cases\", \"asin\": \"B083G7F8PG\", \"price\": \"$79.95\", \"delivery\": \"FREE delivery for Prime membersOnly 1 left in stock - order soon.\"},\n{\"title\": \"Duo - Dual Handle Ultra Whitening 40,000 VPM Wireless Charging Electric ToothBrushes - 3 Modes with Smart Timers - 10 Dupont Brush Heads & 2 Travel Cases Included\", \"asin\": \"B07HFG93GK\", \"price\": \"$49.95\", \"delivery\": \" Two-DayFREE delivery Thu, Apr 24 \"},\n{\"title\": \"Black Series Ultra Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \\u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer\", \"asin\": \"B072YVWBXH\", \"price\": \"$39.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"1100 Power Toothbrush, Rechargeable Electric Toothbrush, White Grey HX3641/02\", \"asin\": \"B09LD8VXLX\", \"price\": \"$19.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Protective Clean 6100 Electric Tooth Brush, Hx6877/21, 1 Pound\", \"asin\": \"B077Y7VQJ1\", \"price\": \"$123.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 4 Brush Heads, Black, HX6064/95\", \"asin\": \"B078BF27BB\", \"price\": \"$26.96\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Vibe Series Ultra-Whitening Toothbrush \\u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \\u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \\u2013 Charcoal Metallic\", \"asin\": \"B07R8DQHZK\", \"price\": \"$39.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black\", \"asin\": \"B0DNMLK6SC\", \"price\": \"$19.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Black Series PRO \\u2013 Ultra-Whitening Electric Toothbrush \\u2013 5 Modes & Smart Timers \\u2013 Premium Travel Case & 6 Proflex Brush Heads \\u2013 ADA Accepted Toothbrush\", \"asin\": \"B0DH1K553B\", \"price\": \"$59.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Icon ADA-Accepted Rechargeable Toothbrush | Magnetic Holder & Slim Travel Case | 2 Brushing Modes & Smart Timers | Gentle Micro-Vibrations(Onyx)\", \"asin\": \"B0C111DZTK\", \"price\": \"$19.95\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head, Phillips Sonicare Rechargeable Toothbrush with Pressure Sensor, Travel Case, Sonic Electronic Toothbrush (Pink)\", \"asin\": \"B0D3FL916L\", \"price\": \"$78.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"ExpertClean 7500 Black, Rechargeable Electric Power Toothbrush, HX9690/05\", \"asin\": \"B07TGQP8G1\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare 6100 ProtectiveClean Rechargeable Toothbrush, White (2 pk.)\", \"asin\": \"B0BHPWT7SR\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Mon, Apr 28 for Prime members Only 1 left in stock - order soon.\"},\n{\"title\": \"Replacement Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DiamondClean 9500 ExpertClean 7500 FlexCare HealthyWhite Electric Sonic Toothbrush C3 G3 W3 C2 G2 Brush, White, 6 Pack\", \"asin\": \"B09L88473N\", \"price\": \"$14.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Pro Whitening Brilliance Toothbrushes, Extra Soft, Black, Coral, and Teal, 4 Count\", \"asin\": \"B0DPR5DKMG\", \"price\": \"$14.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Pro Health CrossAction All in One Soft Toothbrushes, Deep Plaque Fighter, Rounded Bristles Gentle on Teeth, Tongue and Cheek Cleaner, Gum Stimulators, 6 Count, Tooth Brush Pack\", \"asin\": \"B01KZ6V00W\", \"price\": \"$17.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Oral-B Pro-Health Pulsar Battery Toothbrush, Soft, Blue , 2 Count (Pack of 1)\", \"asin\": \"B005GLZ9U4\", \"price\": \"$10.99\", \"delivery\": \" One-DayFREE delivery Tomorrow, Apr 23 \"},\n{\"title\": \"Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"9000 Special Edition Rechargeable Toothbrush, Blue/Black, HX9911/92\", \"asin\": \"B0B5VQHL6N\", \"price\": \"$178.81\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 10 left in stock - order soon.\"},\n{\"title\": \"Sonicare FlexCare Whitening Edition Rechargeable Toothbrush Premium 2-Pack Bundle HX6964/77 (2 FlexCare Handles, 2 DiamondClean & 2 Plaque Control Brush Heads, 2 USB Charging Travel Cases)\", \"asin\": \"B07635CRS3\", \"price\": \"$169.98\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Replacement Brush Heads Compatible with Philips Sonicare ProtectiveClean 6100, 5100, 4100 Electric Toothbrush, W Toothbrush Head for Sonicare 6062/95, Black, 12 Count\", \"asin\": \"B0CM3BVXDP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"2100 Power Toothbrush, Rechargeable Electric Toothbrush, White Mint, HX3661/04\", \"asin\": \"B09LD8PTNJ\", \"price\": \"$32.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean Electric Toothbrush with Plaque Control Brush Head, Rechargeable Sonicare Toothbrush with Pressure Sensor, Phillips Sonic Toothbrush, Gum Health Brush Head\", \"asin\": \"B0CY3L6T8C\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 30 - May 3 for Prime members\"},\n{\"title\": \"9900 Prestige Rechargeable Electric Power Toothbrush with SenseIQ, Midnight, HX9990/12\", \"asin\": \"B08YCVJKXV\", \"price\": \"$379.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush with DiamondClean Brush Head 2-Pack Bundle, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Black\", \"asin\": \"B0931YDT8X\", \"price\": \"$149.00\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Optimal Whitening White BrushSync Heads (Compatible with All Philips Sonicare Handles), 8 Count (Pack of 1)\", \"asin\": \"B07B38Z3S7\", \"price\": \"$45.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Optimal Clean Rechargeable Electric Toothbrush, 2-pack\", \"asin\": \"B0BRK9S2CF\", \"price\": \"$94.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 Or fastest delivery Apr 25 - 29 Only 13 left in stock - order soon.\"},\n{\"title\": \"DiamondClean Smart 9300 Electric Toothbrush, Sonic Toothbrush with App, Pressure Sensor, Brush Head Detection, 4 Brushing Modes and 3 Intensity Levels, Black, Model HX9903/15\", \"asin\": \"B0CM426N2Y\", \"price\": \"$213.58\", \"delivery\": \"FREE delivery Apr 27 - 29 for Prime members\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Toothbrush Packaging May Vary, White, 1 Count\", \"asin\": \"B078GVDB19\", \"price\": \"$48.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"iO Deep Clean + Protect Rechargeable Electric Toothbrush, Black with a iO Series 7 Toothbrush, 2 Replacement Brush Heads, and a Charging Travel Case\", \"asin\": \"B0DCCJZC9F\", \"price\": \"$219.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Electric Toothbrush DiamondClean, Rechargeable Electric Tooth Brush with Pressure Sensor, Sonic Electronic Toothbrush, Travel Case, Pink\", \"asin\": \"B0BKR42599\", \"price\": \"$73.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"iO Deep Clean Rechargeable Electric Powered Toothbrush, Black with iO Series 3 Limited, 2 Brush Heads and Travel Case - Pressure Sensor to Protect Gums - 3 Cleaning Settings - 2 Minute Timer\", \"asin\": \"B0B5HRWH1S\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Philips One by Sonicare Battery Toothbrush, Miami Coral, HY1100/01\", \"asin\": \"B08S8RH7MQ\", \"price\": \"$23.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare ProtectiveClean 4100 5100 6100 DailyClean DiamondClean EasyClean PowerUp Plaque Control Gum Health C2 G2 HX6817/01 HX6857/11 White, 4 Pack\", \"asin\": \"B09FXMSXMN\", \"price\": \"$9.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare Corded Electric DailyClean Rechargeable Toothbrush with Smoocu Case, SmarTimer and Quadpacer\", \"asin\": \"B0C4799ZLW\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"ExpertClean 7700 Rechargeable Electric Toothbrush with Bluetooth & UV Sanitizer, HX9630/17, Pink\", \"asin\": \"B08CGQ1XWF\", \"price\": \"$129.99\", \"delivery\": \"FREE delivery Apr 25 - 30\"},\n{\"title\": \"Ultrasonic Toothbrush for Adults Automatic Toothbrush Electric Ultrasonic Toothbrush 30'' Automatic Timer Wireless Charging Washable Travel Home Dual-use (Black, M)\", \"asin\": \"B0DQ3BWPM4\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)\", \"asin\": \"B09NNBDX7Z\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Electric Toothbrush for Adults with 5 Toothbrush Replacement Heads, 3 Brushing Modes & 2 Minutes Built-in Timer, Travel Toothbrushes with Inductive Charging, Rechargeable toothbrush | White\", \"asin\": \"B0852YJMT3\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonicare ProtectiveClean 4100 Rechargeable Electric Power Toothbrush, Pink, HX6815/01\", \"asin\": \"B078D75HMM\"},\n{\"title\": \"Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Navy Blue)\", \"asin\": \"B08QFC4YBM\", \"price\": \"$25.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Sonic Toothbrush for Adults with Timer - Includes Extra Brush Head and Travel Cover Mount - Electric, Soft Bristle Refill Head, Plastic Handle, 3 Month Battery Life - Travel Toothbrush - Lavender\", \"asin\": \"B0D63KYHHH\", \"price\": \"$27.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"M5 Sonic Electric Toothbrush for Adults and Kids - Rechargeable Electric Toothbrush Kids Ages 12+ and Adults with 8 Brush Heads & Travel Case, 120 Days Battery Life - Black\", \"asin\": \"B0C9WKZMFQ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Toothbrush Heads for Philips Sonicare: Electric Toothbrush Replacement Heads Compatible with Sonicare Plaque Control ProtectiveClean 4100 5100 6100 C2 G2 W2,10 Pack\", \"asin\": \"B09W2JG27G\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Eelectric Toothbrush for Philip Sonic 3 Series Gum Health HX6610HX6240 HX6616 HX6611/27 HX6616/50 HX6616/51 HX6612/26 HX6621/14 HX6631 HX6682 HX6601HX6681/19 HX6601/29 HX6631/13 HX6632\", \"asin\": \"B0DXLB65GG\", \"price\": \"$47.49\", \"delivery\": \"FREE delivery May 2 - 14\"},\n{\"title\": \"Charger Base for Philips Sonicare Electric Toothbrush 4100 HX6100, Inductive Travel Charger for Philips Sonicare HX3000 / HX6000 / HX8000 / HX9000 Series Waterproof Replacement Power Cord\", \"asin\": \"B0CZQWHQ6K\", \"price\": \"$8.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n{\"title\": \"Sonicare HX3411/05 Electric Toothbrush DailyClean 1100 with QuadPacer & Smartimer - (Mint Blue)\", \"asin\": \"B09D3YNPVV\", \"price\": \"$29.62\", \"delivery\": \"$4.79 delivery Tue, May 6\"},\n{\"title\": \"Toothbrush Replacement Heads for Philips Sonicare C2 Plaque Control ProtectiveClean 4100 5100 6100 Electric Toothbrush Heads, 10-Pack\", \"asin\": \"B0B6C952WV\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Fri, Apr 25\"},\n{\"title\": \"Interdental Replacement Toothbrush Heads for Philips Sonicare Click-on Brush Head System, for Cleaning Braces/Between Teeth/Back Teeth (4-Pack, White)\", \"asin\": \"B08N4PZTNQ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Heads Compatible with Philips Sonicare C2 C3 G2 G3 W3,Toothbrush Refill Fit Sonicare Toothbrush Heads White 6PCS\", \"asin\": \"B0D498GFDL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Wall Charger for Philips Sonicare Electric Toothbrush, Wireless Electric Toothbrush Wall Charger for HX6100 /HX3000 /HX6000 /HX8000 /HX9000, IPX7 Waterproof\", \"asin\": \"B0DGQB8X58\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n{\"title\": \"Replacement Brush Heads for Philips Sonicare Electric Toothbrushes, Compatible with G2 C1 C2 4100 5100 6100 9024, 10 Pack Replacement Brush Heads (5 White + 5 Black) Sonic Replacement\", \"asin\": \"B0D1GM4BNT\", \"price\": \"$17.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-22T23:05:51.471Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T23:05:45.975Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:50.914Z\", \"action\": \"input\", \"action_argument\": \"io5\"}\n{\"timestamp\": \"2025-04-22T23:05:51.471Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:15:25.418Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-24T14:15:25.418Z
click
nav_bar
rule
2025-04-24T14:15:25.418Z
train
2,898
2025-04-24T14:15:25.418Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} {"timestamp": "2025-04-22T19:16:27.525Z", "action": "click_product", "action_argument": "B09LD8VXLX"} {"timestamp": "2025-04-22T19:16:58.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T22:42:53.337Z", "action": "input", "action_argument": "sonicare 6100"} {"timestamp": "2025-04-22T22:42:55.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T23:05:45.693Z", "action": "input", "action_argument": "sonicare 6100"} {"timestamp": "2025-04-22T23:05:45.975Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T23:05:50.914Z", "action": "input", "action_argument": "io5"} {"timestamp": "2025-04-22T23:05:51.471Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-24T14:15:25.418Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2898, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T23:05:45.975Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:50.914Z\", \"action\": \"input\", \"action_argument\": \"io5\"}\n{\"timestamp\": \"2025-04-22T23:05:51.471Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:15:25.418Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }
Action_Asin
[ { "content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T23:05:45.975Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:50.914Z\", \"action\": \"input\", \"action_argument\": \"io5\"}\n{\"timestamp\": \"2025-04-22T23:05:51.471Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:15:55.871Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
2025-04-24T14:15:55.871Z
click
nav_bar
rule
2025-04-24T14:15:55.871Z
train
2,899
2025-04-24T14:15:55.871Z
click
nav_bar
<|im_start|>system You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>. <|im_end|> <|im_start|>user You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. <|actionspace_start|> Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments: 1. input: Action: Type text into an input field to search for a specific product. Action Argument: the input_text is the specific text entered by the customer. { "timestamp": "timestamp", "action": "input", "action_argument": "input_text", } 2. click: Action: Click on a UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 3. click_product: Action: Click on product links or product images. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product. { "timestamp": "timestamp", "action": "click_product", "action_argument": "product_asin", } 4. purchase: Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased. { "timestamp": "timestamp", "action": "purchase", "action_argument": "product_asin", } <|actionspace_end|> <|memory_start|> {"timestamp": "2025-04-18T14:31:08.044Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-18T14:32:15.002Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:05.168Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T15:15:06.018Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-04-21T20:22:38.556Z", "action": "input", "action_argument": "oral b elect"} {"timestamp": "2025-04-21T20:22:38.777Z", "action": "click", "action_argument": "suggested_term"} {"timestamp": "2025-04-21T20:23:03.655Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T20:23:57.327Z", "action": "click_product", "action_argument": "B0B5YPHMW8"} {"timestamp": "2025-04-21T20:25:51.539Z", "action": "click_product", "action_argument": "B0B5HVM6JX"} {"timestamp": "2025-04-21T20:26:28.441Z", "action": "click_product", "action_argument": "B0DLLGG2Z8"} {"timestamp": "2025-04-21T20:26:43.235Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:26:43.481Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:15.102Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:20.285Z", "action": "input", "action_argument": "oral b io5"} {"timestamp": "2025-04-21T20:59:20.901Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-21T20:59:26.303Z", "action": "click_product", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T20:59:37.994Z", "action": "purchase", "action_argument": "B0CFWLVL41"} {"timestamp": "2025-04-21T22:27:59.682Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:28:51.366Z", "action": "click_product", "action_argument": "B003UKM9CO"} {"timestamp": "2025-04-21T22:31:16.083Z", "action": "input", "action_argument": "oral b electric toothbrush"} {"timestamp": "2025-04-21T22:31:18.679Z", "action": "click_product", "action_argument": "B0D1DQ7BH9"} {"timestamp": "2025-04-21T22:31:43.011Z", "action": "click_product", "action_argument": "B0B5HRWH1S"} {"timestamp": "2025-04-21T22:34:53.329Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:34:58.590Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:01.052Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.036Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:03.499Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:05.671Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:07.363Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:11.975Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:16.262Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:19.281Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:24.885Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-21T22:35:32.739Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:06:21.102Z", "action": "input", "action_argument": "oral b io"} {"timestamp": "2025-04-22T19:06:22.773Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T19:07:22.708Z", "action": "click_product", "action_argument": "B095FRGT35"} {"timestamp": "2025-04-22T19:08:00.292Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:02.521Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:06.393Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:08.644Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:11.461Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:16.454Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:19.331Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:32.566Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:43.830Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:08:48.619Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:00.559Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:32.910Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:09:41.880Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T19:15:59.642Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-22T19:16:08.020Z", "action": "input", "action_argument": "sonicare toothbrush"} {"timestamp": "2025-04-22T19:16:27.525Z", "action": "click_product", "action_argument": "B09LD8VXLX"} {"timestamp": "2025-04-22T19:16:58.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-22T22:42:53.337Z", "action": "input", "action_argument": "sonicare 6100"} {"timestamp": "2025-04-22T22:42:55.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T23:05:45.693Z", "action": "input", "action_argument": "sonicare 6100"} {"timestamp": "2025-04-22T23:05:45.975Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-22T23:05:50.914Z", "action": "input", "action_argument": "io5"} {"timestamp": "2025-04-22T23:05:51.471Z", "action": "click", "action_argument": "search"} <|memory_end|> <|action_start|> {"timestamp": "2025-04-24T14:15:25.418Z", "action": "click", "action_argument": "nav_bar"} <|action_end|> <|observation_start|> Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-24T14:15:55.871Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
{ "ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "style": "rule" }
{ "answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>", "index": 2899, "question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-18T14:31:08.044Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-18T14:32:15.002Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:05.168Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T15:15:06.018Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T20:22:38.556Z\", \"action\": \"input\", \"action_argument\": \"oral b elect\"}\n{\"timestamp\": \"2025-04-21T20:22:38.777Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T20:23:03.655Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T20:23:57.327Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5YPHMW8\"}\n{\"timestamp\": \"2025-04-21T20:25:51.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HVM6JX\"}\n{\"timestamp\": \"2025-04-21T20:26:28.441Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLLGG2Z8\"}\n{\"timestamp\": \"2025-04-21T20:26:43.235Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:26:43.481Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:15.102Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:20.285Z\", \"action\": \"input\", \"action_argument\": \"oral b io5\"}\n{\"timestamp\": \"2025-04-21T20:59:20.901Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T20:59:26.303Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T20:59:37.994Z\", \"action\": \"purchase\", \"action_argument\": \"B0CFWLVL41\"}\n{\"timestamp\": \"2025-04-21T22:27:59.682Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:28:51.366Z\", \"action\": \"click_product\", \"action_argument\": \"B003UKM9CO\"}\n{\"timestamp\": \"2025-04-21T22:31:16.083Z\", \"action\": \"input\", \"action_argument\": \"oral b electric toothbrush\"}\n{\"timestamp\": \"2025-04-21T22:31:18.679Z\", \"action\": \"click_product\", \"action_argument\": \"B0D1DQ7BH9\"}\n{\"timestamp\": \"2025-04-21T22:31:43.011Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5HRWH1S\"}\n{\"timestamp\": \"2025-04-21T22:34:53.329Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:34:58.590Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:01.052Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.036Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:03.499Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:05.671Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:07.363Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:11.975Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:16.262Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:19.281Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:24.885Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T22:35:32.739Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:06:21.102Z\", \"action\": \"input\", \"action_argument\": \"oral b io\"}\n{\"timestamp\": \"2025-04-22T19:06:22.773Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T19:07:22.708Z\", \"action\": \"click_product\", \"action_argument\": \"B095FRGT35\"}\n{\"timestamp\": \"2025-04-22T19:08:00.292Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:02.521Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:06.393Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:08.644Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:11.461Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:16.454Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:19.331Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:32.566Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:43.830Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:08:48.619Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:00.559Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:32.910Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:09:41.880Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T19:15:59.642Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-22T19:16:08.020Z\", \"action\": \"input\", \"action_argument\": \"sonicare toothbrush\"}\n{\"timestamp\": \"2025-04-22T19:16:27.525Z\", \"action\": \"click_product\", \"action_argument\": \"B09LD8VXLX\"}\n{\"timestamp\": \"2025-04-22T19:16:58.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-22T22:42:53.337Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T22:42:55.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:45.693Z\", \"action\": \"input\", \"action_argument\": \"sonicare 6100\"}\n{\"timestamp\": \"2025-04-22T23:05:45.975Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-22T23:05:50.914Z\", \"action\": \"input\", \"action_argument\": \"io5\"}\n{\"timestamp\": \"2025-04-22T23:05:51.471Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-24T14:15:25.418Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-24T14:15:55.871Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "split": "train" }