view article Article Benchmarking Quantized Ammu-1.0 Off On Topic Guardrail Models: High-Throughput FP16 & FP8 on GPU (Part 2) kalyan-ks • about 23 hours ago • 1
view article Article Benchmarking Quantized Ammu-1.0 Off On Topic Guardrail Models: Fast INT8 on CPU (Part 1) kalyan-ks • 2 days ago • 1
SauerkrautLM-MoEdernColBERT Collection Multilingual ColBERT retrievers on the MoEdernBERT architecture (1.5M, 27M, 115M) with GGUF and CoreML builds • 9 items • Updated 8 days ago • 13
Calibrated Typed Decisions for Entity, Relation, and Event Extraction Paper • 2610.17113 • Published 19 days ago • 9
view article Article Granite Switch 4.1: Chat, Decisions, and Speech from One Endpoint ibm-granite • 16 days ago • 80
Indic-LLM-Eval-Suite Collection An open, community-driven evolving collection of benchmarks for comprehensive and reliable evaluation of LLMs across Indian Languages • 23 items • Updated 15 days ago • 1
view article Article Ammu-1.0-OffOnTopic-Guardrail: Lightweight and Efficient Models for Off On Topic Guardrail Classification kalyan-ks • 14 days ago • 1
view article Article Scaling Indic Pretraining: 2.8 Trillion Tokens and an Open Data Generation Pipeline nvidia • 15 days ago • 50
Ammu-1.0 Off On Topic Guardrail Collection Collection of Ammu 1.0 Off On Topic Guardrail Models and Dataset • 9 items • Updated 6 days ago • 1
Lev Collection Lev: Thinking Fast and Deep with Looped Decision Models. One checkpoint, multiple depths: 3 models + LevBench, training data and results. • 7 items • Updated 15 days ago • 4
LLM-as-Jev: LLMs Are Already Jev-Style Decision Models -- When and How to Fine-Tune Them Paper • 2610.02076 • Published 27 days ago • 17
view article Article UIBK-Embedding-v1: A Dense and a Late-Interaction Retriever in One Model, One Index and One Search abdoelsayed • 19 days ago • 14
Kev Collection Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own • 6 items • Updated 29 days ago • 35
view article Article Ammu-1.0-FactCheck-Need: Lightweight and Efficient Models for Fact Check Need Classification kalyan-ks • 21 days ago • 1