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@@ -86,7 +86,7 @@ The `queries` split contains queries, with the text of a query being stored in t
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  This dataset is licensed under [CC BY SA 4.0](https://choosealicense.com/licenses/cc-by-sa-4.0/).
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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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  @inproceedings{Zheng_2025, series={CSLAW ’25},
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  title={A Reasoning-Focused Legal Retrieval Benchmark},
@@ -101,11 +101,13 @@ If you use this dataset, please cite [MLEB](https://isaacus.com/mleb) as well.
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  eprint={2505.03970}
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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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  This dataset is licensed under [CC BY SA 4.0](https://choosealicense.com/licenses/cc-by-sa-4.0/).
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  ## Citation 🔖
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+ If you use this dataset, please cite the [Massive Legal Embeddings Benchmark (MLEB)](https://arxiv.org/abs/2510.19365) as well.
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  ```bibtex
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  @inproceedings{Zheng_2025, series={CSLAW ’25},
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  title={A Reasoning-Focused Legal Retrieval Benchmark},
 
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  eprint={2505.03970}
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  }
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+ @misc{butler2025massivelegalembeddingbenchmark,
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+ title={The Massive Legal Embedding Benchmark (MLEB)},
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+ author={Umar Butler and Abdur-Rahman Butler and Adrian Lucas Malec},
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+ year={2025},
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+ eprint={2510.19365},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2510.19365},
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  }
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  ```