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  [![Dataset](https://img.shields.io/badge/Dataset-yellow?logo=huggingface&logoColor=yellow&labelColor=white)](https://huggingface.co/datasets/caskcsg/LongBench-Pro)   
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  [![Code](https://img.shields.io/badge/Code-181717?logo=github&logoColor=181717&labelColor=white)](https://github.com/caskcsg/longcontext/tree/main/LongBench-Pro)   
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- [![Paper](https://img.shields.io/badge/Paper-red?logo=arxiv&logoColor=B31B1B&labelColor=white)]()   
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  [![Leaderboard](https://img.shields.io/badge/🏆-Leaderboard-blue?labelColor=white)](https://huggingface.co/spaces/caskcsg/LongBench-Pro-Leaderboard)
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  </div>
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  ## 📖 Citation
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- *Coming Soon...*
 
 
 
 
 
 
 
 
 
 
 
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  [![Dataset](https://img.shields.io/badge/Dataset-yellow?logo=huggingface&logoColor=yellow&labelColor=white)](https://huggingface.co/datasets/caskcsg/LongBench-Pro) &nbsp;&nbsp;
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  [![Code](https://img.shields.io/badge/Code-181717?logo=github&logoColor=181717&labelColor=white)](https://github.com/caskcsg/longcontext/tree/main/LongBench-Pro) &nbsp;&nbsp;
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+ [![Paper](https://img.shields.io/badge/Paper-red?logo=arxiv&logoColor=B31B1B&labelColor=white)](https://arxiv.org/abs/2601.02872) &nbsp;&nbsp;
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  [![Leaderboard](https://img.shields.io/badge/🏆-Leaderboard-blue?labelColor=white)](https://huggingface.co/spaces/caskcsg/LongBench-Pro-Leaderboard)
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  </div>
 
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  ## 📖 Citation
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+ ```
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+ @misc{chen2026longbenchprorealisticcomprehensive,
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+ title={LongBench Pro: A More Realistic and Comprehensive Bilingual Long-Context Evaluation Benchmark},
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+ author={Ziyang Chen and Xing Wu and Junlong Jia and Chaochen Gao and Qi Fu and Debing Zhang and Songlin Hu},
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+ year={2026},
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+ eprint={2601.02872},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2601.02872},
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+ }
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+ ```