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@@ -47,14 +47,11 @@ The PRInTS (Qwen3-4B) model provides fine-grained guidance for information-seeki
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  ## Citation
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  If you find this work useful, please consider citing us:
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  ```bibtex
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-
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-
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- @article
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- {lee2025prints,
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- title={PRInTS: Reward Modeling for Long-Horizon Information Seeking},
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- author={Jaewoo Lee and Archiki Prasad and Justin Chih-Yao Chen and Zaid Khan and Elias Stengel-Eskin and Mohit Bansal},
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- year={2025},
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- journal={arXiv preprint arXiv:2511.19314},
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- url={https://arxiv.org/abs/2511.19314},
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  }
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  ```
 
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  ## Citation
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  If you find this work useful, please consider citing us:
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  ```bibtex
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+ @article{lee2024prints,
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+ title={PRInTS: Reward Modeling for Long-Horizon Information Seeking},
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+ author={Jaewoo Lee and Archiki Prasad and Justin Chih-Yao Chen and Zaid Khan and Elias Stengel-Eskin and Mohit Bansal},
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+ year={2025},
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+ journal={arXiv preprint arXiv:2511.19314},
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+ url={https://arxiv.org/abs/2511.19314},
 
 
 
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  }
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  ```