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@@ -123,12 +123,13 @@ Please report security vulnerabilities or NVIDIA AI Concerns [here](https://www.
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  If you find our model helpful, please cite the following [paper]():
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  ```
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  ```
 
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  If you find our model helpful, please cite the following [paper]():
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  ```
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+ @misc{liu2025dlerdoinglengthpenalty,
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+ title={DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning},
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+ author={Shih-Yang Liu and Xin Dong and Ximing Lu and Shizhe Diao and Mingjie Liu and Min-Hung Chen and Hongxu Yin and Yu-Chiang Frank Wang and Kwang-Ting Cheng and Yejin Choi and Jan Kautz and Pavlo Molchanov},
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+ year={2025},
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+ eprint={2510.15110},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.LG},
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+ url={https://arxiv.org/abs/2510.15110},
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+ }
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  ```