docs: mention and link to MLEB
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README.md
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This dataset is intended to stress test the ability of information retrieval, zero-shot classification, and NLI models to identify a broad range of common types of contractual clauses based solely on their definition, without prior examples.
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## Structure 🗂️
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As per the MTEB information retrieval dataset format, this dataset comprises three splits, `default`, `corpus` and `queries`.
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This dataset is licensed under [CC BY 4.0](https://choosealicense.com/licenses/cc-by-4.0/) which allows for both non-commercial and commercial use of this dataset as long as appropriate attribution is made to it.
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## Citation 🔖
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```bibtex
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@misc{butler-2025-contractual-clause-retrieval,
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author = {Butler, Umar},
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version = {0.1.0},
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url = {https://huggingface.co/datasets/isaacus/contractual-clause-retrieval}
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}
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```
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This dataset is intended to stress test the ability of information retrieval, zero-shot classification, and NLI models to identify a broad range of common types of contractual clauses based solely on their definition, without prior examples.
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This dataset forms part of the [Massive Legal Embeddings Benchmark (MLEB)](https://isaacus.com/mleb), the largest, most diverse, and most comprehensive benchmark for legal text embedding models.
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## Structure 🗂️
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As per the MTEB information retrieval dataset format, this dataset comprises three splits, `default`, `corpus` and `queries`.
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This dataset is licensed under [CC BY 4.0](https://choosealicense.com/licenses/cc-by-4.0/) which allows for both non-commercial and commercial use of this dataset as long as appropriate attribution is made to it.
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## Citation 🔖
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If you use this dataset, please cite [MLEB](https://isaacus.com/mleb) as well.
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```bibtex
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@misc{butler-2025-contractual-clause-retrieval,
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author = {Butler, Umar},
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version = {0.1.0},
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url = {https://huggingface.co/datasets/isaacus/contractual-clause-retrieval}
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}
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@misc{mleb-2025,
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title={Massive Legal Embedding Benchmark (MLEB)},
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author={Umar Butler and Abdur-Rahman Butler},
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year={2025},
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url={https://isaacus.com/blog/introducing-mleb},
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publisher={Isaacus}
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}
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```
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