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@@ -384,12 +384,12 @@ For deployment, you can use `sglang>=0.4.6.post1` or `vllm>=0.8.5` or to create
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  ## Citation
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  ```
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  @misc{lightifproj,
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- title={Light-IF: Endowing LLMs with Generalizable Reasoning via Preview and Self-Checking for Complex Instruction Following.},
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- author={Light-IF Team},
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  year={2025},
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- eprint={},
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- archivePrefix={},
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- primaryClass={},
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- url={https://huggingface.co/qihoo360/Light-IF-32B},
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  }
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  ```
 
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  ## Citation
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  ```
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  @misc{lightifproj,
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+ title={Light-IF: Endowing LLMs with Generalizable Reasoning via Preview and Self-Checking for Complex Instruction Following},
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+ author={Chenyang Wang, Liang Wen, Shousheng Jia, Xiangzheng Zhang, Liang Xu},
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  year={2025},
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+ eprint={2508.03178},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2508.03178},
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  }
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  ```