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docs: update citation

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@@ -88,22 +88,15 @@ This dataset was constructed by collecting all publicly available UK laws, conve
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  This dataset is licensed under [CC BY 4.0](https://choosealicense.com/licenses/cc-by-4.0/) which permits both non-commercial and commercial use of this dataset provided 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-uk-legislative-long-titles,
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- author = {Butler, Umar},
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- year = {2025},
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- title = {UK Legislative Long Titles},
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- publisher = {Isaacus},
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- version = {0.1.0},
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- url = {https://huggingface.co/datasets/isaacus/uk-legislative-long-titles}
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- }
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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 4.0](https://choosealicense.com/licenses/cc-by-4.0/) which permits both non-commercial and commercial use of this dataset provided appropriate attribution is made to it.
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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):
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  ```bibtex
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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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  ```