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@@ -119,10 +119,10 @@ Your use of this model is governed by the [NVIDIA Open Model License](https://ww
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  ## Citation
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  ```
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- @article{acereason2025,
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  title={AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning},
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- author={Chen, Yang and Yang, Zhuolin and Liu, Zihan and Lee, Chankyu and Shoeybi, Mohammad and Catanzaro, Bryan and Ping, Wei},
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- journal={arXiv preprint},
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  year={2025}
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  }
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  ```
 
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  ## Citation
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  ```
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+ @article{chen2025acereason,
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  title={AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning},
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+ author={Chen, Yang and Yang, Zhuolin and Liu, Zihan and Lee, Chankyu and Xu, Peng and Shoeybi, Mohammad and Catanzaro, Bryan and Ping, Wei},
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+ journal={arXiv preprint arXiv:2505.16400},
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  year={2025}
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  }
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  ```