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CITATION.cff

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-cff-version: 1.2.0
-message: "If you use this work, please cite it using the following metadata."
-title: "DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning"
-authors:
-  - name: "DeepSeek-AI"
-  - name: "Daya Guo"
-  - name: "Dejian Yang"
-  - name: "Haowei Zhang"
-  - name: "Junxiao Song"
-  - name: "Ruoyu Zhang"
-  - name: "Runxin Xu"
-  - name: "Qihao Zhu"
-  - name: "Shirong Ma"
-  - name: "Peiyi Wang"
-  - name: "Xiao Bi"
-  - name: "Xiaokang Zhang"
-  - name: "Xingkai Yu"
-  - name: "Yu Wu"
-  - name: "Z.F. Wu"
-  - name: "Zhibin Gou"
-  - name: "Zhihong Shao"
-  - name: "Zhuoshu Li"
-  - name: "Ziyi Gao"
-  - name: "Aixin Liu"
-  - name: "Bing Xue"
-  - name: "Bingxuan Wang"
-  - name: "Bochao Wu"
-  - name: "Bei Feng"
-  - name: "Chengda Lu"
-  - name: "Chenggang Zhao"
-  - name: "Chengqi Deng"
-  - name: "Chenyu Zhang"
-  - name: "Chong Ruan"
-  - name: "Damai Dai"
-  - name: "Deli Chen"
-  - name: "Dongjie Ji"
-  - name: "Erhang Li"
-  - name: "Fangyun Lin"
-  - name: "Fucong Dai"
-  - name: "Fuli Luo"
-  - name: "Guangbo Hao"
-  - name: "Guanting Chen"
-  - name: "Guowei Li"
-  - name: "H. Zhang"
-  - name: "Han Bao"
-  - name: "Hanwei Xu"
-  - name: "Haocheng Wang"
-  - name: "Honghui Ding"
-  - name: "Huajian Xin"
-  - name: "Huazuo Gao"
-  - name: "Hui Qu"
-  - name: "Hui Li"
-  - name: "Jianzhong Guo"
-  - name: "Jiashi Li"
-  - name: "Jiawei Wang"
-  - name: "Jingchang Chen"
-  - name: "Jingyang Yuan"
-  - name: "Junjie Qiu"
-  - name: "Junlong Li"
-  - name: "J.L. Cai"
-  - name: "Jiaqi Ni"
-  - name: "Jian Liang"
-  - name: "Jin Chen"
-  - name: "Kai Dong"
-  - name: "Kai Hu"
-  - name: "Kaige Gao"
-  - name: "Kang Guan"
-  - name: "Kexin Huang"
-  - name: "Kuai Yu"
-  - name: "Lean Wang"
-  - name: "Lecong Zhang"
-  - name: "Liang Zhao"
-  - name: "Litong Wang"
-  - name: "Liyue Zhang"
-  - name: "Lei Xu"
-  - name: "Leyi Xia"
-  - name: "Mingchuan Zhang"
-  - name: "Minghua Zhang"
-  - name: "Minghui Tang"
-  - name: "Meng Li"
-  - name: "Miaojun Wang"
-  - name: "Mingming Li"
-  - name: "Ning Tian"
-  - name: "Panpan Huang"
-  - name: "Peng Zhang"
-  - name: "Qiancheng Wang"
-  - name: "Qinyu Chen"
-  - name: "Qiushi Du"
-  - name: "Ruiqi Ge"
-  - name: "Ruisong Zhang"
-  - name: "Ruizhe Pan"
-  - name: "Runji Wang"
-  - name: "R.J. Chen"
-  - name: "R.L. Jin"
-  - name: "Ruyi Chen"
-  - name: "Shanghao Lu"
-  - name: "Shangyan Zhou"
-  - name: "Shanhuang Chen"
-  - name: "Shengfeng Ye"
-  - name: "Shiyu Wang"
-  - name: "Shuiping Yu"
-  - name: "Shunfeng Zhou"
-  - name: "Shuting Pan"
-  - name: "S.S. Li "
-  - name: "Shuang Zhou"
-  - name: "Shaoqing Wu"
-  - name: "Shengfeng Ye"
-  - name: "Tao Yun"
-  - name: "Tian Pei"
-  - name: "Tianyu Sun"
-  - name: "T. Wang"
-  - name: "Wangding Zeng"
-  - name: "Wanjia Zhao"
-  - name: "Wen Liu"
-  - name: "Wenfeng Liang"
-  - name: "Wenjun Gao"
-  - name: "Wenqin Yu"
-  - name: "Wentao Zhang"
-  - name: "W.L. Xiao"
-  - name: "Wei An"
-  - name: "Xiaodong Liu"
-  - name: "Xiaohan Wang"
-  - name: "Xiaokang Chen"
-  - name: "Xiaotao Nie"
-  - name: "Xin Cheng"
-  - name: "Xin Liu"
-  - name: "Xin Xie"
-  - name: "Xingchao Liu"
-  - name: "Xinyu Yang"
-  - name: "Xinyuan Li"
-  - name: "Xuecheng Su"
-  - name: "Xuheng Lin"
-  - name: "X.Q. Li"
-  - name: "Xiangyue Jin"
-  - name: "Xiaojin Shen"
-  - name: "Xiaosha Chen"
-  - name: "Xiaowen Sun"
-  - name: "Xiaoxiang Wang"
-  - name: "Xinnan Song"
-  - name: "Xinyi Zhou"
-  - name: "Xianzu Wang"
-  - name: "Xinxia Shan"
-  - name: "Y.K. Li"
-  - name: "Y.Q. Wang"
-  - name: "Y.X. Wei"
-  - name: "Yang Zhang"
-  - name: "Yanhong Xu"
-  - name: "Yao Li"
-  - name: "Yao Zhao"
-  - name: "Yaofeng Sun"
-  - name: "Yaohui Wang"
-  - name: "Yi Yu"
-  - name: "Yichao Zhang"
-  - name: "Yifan Shi"
-  - name: "Yiliang Xiong"
-  - name: "Ying He"
-  - name: "Yishi Piao"
-  - name: "Yisong Wang"
-  - name: "Yixuan Tan"
-  - name: "Yiyang Ma"
-  - name: "Yiyuan Liu"
-  - name: "Yongqiang Guo"
-  - name: "Yuan Ou"
-  - name: "Yuduan Wang"
-  - name: "Yue Gong"
-  - name: "Yuheng Zou"
-  - name: "Yujia He"
-  - name: "Yunfan Xiong"
-  - name: "Yuxiang Luo"
-  - name: "Yuxiang You"
-  - name: "Yuxuan Liu"
-  - name: "Yuyang Zhou"
-  - name: "Y.X. Zhu"
-  - name: "Yanhong Xu"
-  - name: "Yanping Huang"
-  - name: "Yaohui Li"
-  - name: "Yi Zheng"
-  - name: "Yuchen Zhu"
-  - name: "Yunxian Ma"
-  - name: "Ying Tang"
-  - name: "Yukun Zha"
-  - name: "Yuting Yan"
-  - name: "Z.Z. Ren"
-  - name: "Zehui Ren"
-  - name: "Zhangli Sha"
-  - name: "Zhe Fu"
-  - name: "Zhean Xu"
-  - name: "Zhenda Xie"
-  - name: "Zhengyan Zhang"
-  - name: "Zhewen Hao"
-  - name: "Zhicheng Ma"
-  - name: "Zhigang Yan"
-  - name: "Zhiyu Wu"
-  - name: "Zihui Gu"
-  - name: "Zijia Zhu"
-  - name: "Zijun Liu"
-  - name: "Zilin Li"
-  - name: "Ziwei Xie"
-  - name: "Ziyang Song"
-  - name: "Zizheng Pan"
-  - name: "Zhen Huang"
-  - name: "Zhipeng Xu"
-  - name: "Zhongyu Zhang"
-  - name: "Zhen Zhang"
-year: 2025
-identifiers:
-  - type: doi 
-    value: 10.48550/arXiv.2501.12948
-  - type: arXiv
-    value: 2501.12948
-url: "https://arxiv.org/abs/2501.12948"
-categories:
-  - "cs.CL"
-repository-code: "https://github.com/deepseek-ai/DeepSeek-R1"
-license: "MIT"
-abstract: >
-  We introduce our first-generation reasoning models, DeepSeek-R1-Zero and DeepSeek-R1. DeepSeek-R1-Zero, a model trained via large-scale reinforcement learning (RL) without supervised fine-tuning (SFT) as a preliminary step, demonstrates remarkable reasoning capabilities. Through RL, DeepSeek-R1-Zero naturally emerges with numerous powerful and intriguing reasoning behaviors. However, it encounters challenges such as poor readability, and language mixing. To address these issues and further enhance reasoning performance, we introduce DeepSeek-R1, which incorporates multi-stage training and cold-start data before RL. DeepSeek-R1 achieves performance comparable to OpenAI-o1-1217 on reasoning tasks. To support the research community, we open-source DeepSeek-R1-Zero, DeepSeek-R1, and six dense models (1.5B, 7B, 8B, 14B, 32B, 70B) distilled from DeepSeek-R1 based on Qwen and Llama.

README.md

@@ -264,7 +264,7 @@ DeepSeek-R1 series support commercial use, allow for any modifications and deriv
 ```
 @misc{deepseekai2025deepseekr1incentivizingreasoningcapability,
       title={DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning}, 
-      author={DeepSeek-AI and Daya Guo and Dejian Yang and Haowei Zhang and Junxiao Song and Ruoyu Zhang and Runxin Xu and Qihao Zhu and Shirong Ma and Peiyi Wang and Xiao Bi and Xiaokang Zhang and Xingkai Yu and Yu Wu and Z. F. Wu and Zhibin Gou and Zhihong Shao and Zhuoshu Li and Ziyi Gao and Aixin Liu and Bing Xue and Bingxuan Wang and Bochao Wu and Bei Feng and Chengda Lu and Chenggang Zhao and Chengqi Deng and Chenyu Zhang and Chong Ruan and Damai Dai and Deli Chen and Dongjie Ji and Erhang Li and Fangyun Lin and Fucong Dai and Fuli Luo and Guangbo Hao and Guanting Chen and Guowei Li and H. Zhang and Han Bao and Hanwei Xu and Haocheng Wang and Honghui Ding and Huajian Xin and Huazuo Gao and Hui Qu and Hui Li and Jianzhong Guo and Jiashi Li and Jiawei Wang and Jingchang Chen and Jingyang Yuan and Junjie Qiu and Junlong Li and J. L. Cai and Jiaqi Ni and Jian Liang and Jin Chen and Kai Dong and Kai Hu and Kaige Gao and Kang Guan and Kexin Huang and Kuai Yu and Lean Wang and Lecong Zhang and Liang Zhao and Litong Wang and Liyue Zhang and Lei Xu and Leyi Xia and Mingchuan Zhang and Minghua Zhang and Minghui Tang and Meng Li and Miaojun Wang and Mingming Li and Ning Tian and Panpan Huang and Peng Zhang and Qiancheng Wang and Qinyu Chen and Qiushi Du and Ruiqi Ge and Ruisong Zhang and Ruizhe Pan and Runji Wang and R. J. Chen and R. L. Jin and Ruyi Chen and Shanghao Lu and Shangyan Zhou and Shanhuang Chen and Shengfeng Ye and Shiyu Wang and Shuiping Yu and Shunfeng Zhou and Shuting Pan and S. S. Li and Shuang Zhou and Shaoqing Wu and Shengfeng Ye and Tao Yun and Tian Pei and Tianyu Sun and T. Wang and Wangding Zeng and Wanjia Zhao and Wen Liu and Wenfeng Liang and Wenjun Gao and Wenqin Yu and Wentao Zhang and W. L. Xiao and Wei An and Xiaodong Liu and Xiaohan Wang and Xiaokang Chen and Xiaotao Nie and Xin Cheng and Xin Liu and Xin Xie and Xingchao Liu and Xinyu Yang and Xinyuan Li and Xuecheng Su and Xuheng Lin and X. Q. Li and Xiangyue Jin and Xiaojin Shen and Xiaosha Chen and Xiaowen Sun and Xiaoxiang Wang and Xinnan Song and Xinyi Zhou and Xianzu Wang and Xinxia Shan and Y. K. Li and Y. Q. Wang and Y. X. Wei and Yang Zhang and Yanhong Xu and Yao Li and Yao Zhao and Yaofeng Sun and Yaohui Wang and Yi Yu and Yichao Zhang and Yifan Shi and Yiliang Xiong and Ying He and Yishi Piao and Yisong Wang and Yixuan Tan and Yiyang Ma and Yiyuan Liu and Yongqiang Guo and Yuan Ou and Yuduan Wang and Yue Gong and Yuheng Zou and Yujia He and Yunfan Xiong and Yuxiang Luo and Yuxiang You and Yuxuan Liu and Yuyang Zhou and Y. X. Zhu and Yanhong Xu and Yanping Huang and Yaohui Li and Yi Zheng and Yuchen Zhu and Yunxian Ma and Ying Tang and Yukun Zha and Yuting Yan and Z. Z. Ren and Zehui Ren and Zhangli Sha and Zhe Fu and Zhean Xu and Zhenda Xie and Zhengyan Zhang and Zhewen Hao and Zhicheng Ma and Zhigang Yan and Zhiyu Wu and Zihui Gu and Zijia Zhu and Zijun Liu and Zilin Li and Ziwei Xie and Ziyang Song and Zizheng Pan and Zhen Huang and Zhipeng Xu and Zhongyu Zhang and Zhen Zhang},
+      author={DeepSeek-AI},
       year={2025},
       eprint={2501.12948},
       archivePrefix={arXiv},