DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
Authors: name: DeepSeek-AI, name: Aixin Liu, name: Aoxue Mei, name: Bangcai Lin, name: Bing Xue, name: Bingxuan Wang, name: Bingzheng Xu, name: Bochao Wu, name: Bowei Zhang, name: Chaofan Lin, name: Chen Dong, name: Chengda Lu, name: Chenggang Zhao, name: Chengqi Deng, name: Chenhao Xu, name: Chong Ruan, name: Damai Dai, name: Daya Guo, name: Dejian Yang, name: Deli Chen, name: Erhang Li, name: Fangqi Zhou, name: Fangyun Lin, name: Fucong Dai, name: Guangbo Hao, name: Guanting Chen, name: Guowei Li, name: H. Zhang, name: Hanwei Xu, name: Hao Li, name: Haofen Liang, name: Haoran Wei, name: Haowei Zhang, name: Haowen Luo, name: Haozhe Ji, name: Honghui Ding, name: Hongxuan Tang, name: Huanqi Cao, name: Huazuo Gao, name: Hui Qu, name: Hui Zeng, name: Jialiang Huang, name: Jiashi Li, name: Jiaxin Xu, name: Jiewen Hu, name: Jingchang Chen, name: Jingting Xiang, name: Jingyang Yuan, name: Jingyuan Cheng, name: Jinhua Zhu, name: Jun Ran, name: Junguang Jiang, name: Junjie Qiu, name: Junlong Li, name: Junxiao Song, name: Kai Dong, name: Kaige Gao, name: Kang Guan, name: Kexin Huang, name: Kexing Zhou, name: Kezhao Huang, name: Kuai Yu, name: Lean Wang, name: Lecong Zhang, name: Lei Wang, name: Liang Zhao, name: Liangsheng Yin, name: Lihua Guo, name: Lingxiao Luo, name: Linwang Ma, name: Litong Wang, name: Liyue Zhang, name: M. S. Di, name: M. Y Xu, name: Mingchuan Zhang, name: Minghua Zhang, name: Minghui Tang, name: Mingxu Zhou, name: Panpan Huang, name: Peixin Cong, name: Peiyi Wang, name: Qiancheng Wang, name: Qihao Zhu, name: Qingyang Li, name: Qinyu Chen, name: Qiushi Du, name: Ruiling Xu, name: Ruiqi Ge, name: Ruisong Zhang, name: Ruizhe Pan, name: Runji Wang, name: Runqiu Yin, name: Runxin Xu, name: Ruomeng Shen, name: Ruoyu Zhang, name: S. H. Liu, name: Shanghao Lu, name: Shangyan Zhou, name: Shanhuang Chen, name: Shaofei Cai, name: Shaoyuan Chen, name: Shengding Hu, name: Shengyu Liu, name: Shiqiang Hu, name: Shirong Ma, name: Shiyu Wang, name: Shuiping Yu, name: Shunfeng Zhou, name: Shuting Pan, name: Songyang Zhou, name: Tao Ni, name: Tao Yun, name: Tian Pei, name: Tian Ye, name: Tianyuan Yue, name: Wangding Zeng, name: Wen Liu, name: Wenfeng Liang, name: Wenjie Pang, name: Wenjing Luo, name: Wenjun Gao, name: Wentao Zhang, name: Xi Gao, name: Xiangwen Wang, name: Xiao Bi, name: Xiaodong Liu, name: Xiaohan Wang, name: Xiaokang Chen, name: Xiaokang Zhang, name: Xiaotao Nie, name: Xin Cheng, name: Xin Liu, name: Xin Xie, name: Xingchao Liu, name: Xingkai Yu, name: Xingyou Li, name: Xinyu Yang, name: Xinyuan Li, name: Xu Chen, name: Xuecheng Su, name: Xuehai Pan, name: Xuheng Lin, name: Xuwei Fu, name: Y. Q. Wang, name: Yang Zhang, name: Yanhong Xu, name: Yanru Ma, name: Yao Li, name: Yao Li, name: Yao Zhao, name: Yaofeng Sun, name: Yaohui Wang, name: Yi Qian, name: Yi Yu, name: Yichao Zhang, name: Yifan Ding, name: Yifan Shi, name: Yiliang Xiong, name: Ying He, name: Ying Zhou, name: Yinmin Zhong, name: Yishi Piao, name: Yisong Wang, name: Yixiao Chen, name: Yixuan Tan, name: Yixuan Wei, name: Yiyang Ma, name: Yiyuan Liu, name: Yonglun Yang, name: Yongqiang Guo, name: Yongtong Wu, name: Yu Wu, name: Yuan Cheng, name: Yuan Ou, name: Yuanfan Xu, name: Yuduan Wang, name: Yue Gong, name: Yuhan Wu, name: Yuheng Zou, name: Yukun Li, name: Yunfan Xiong, name: Yuxiang Luo, name: Yuxiang You, name: Yuxuan Liu, name: Yuyang Zhou, name: Z. F. Wu, name: Z. Z. Ren, name: Zehua Zhao, name: Zehui Ren, name: Zhangli Sha, name: Zhe Fu, name: Zhean Xu, name: Zhenda Xie, name: Zhengyan Zhang, name: Zhewen Hao, name: Zhibin Gou, name: Zhicheng Ma, name: Zhigang Yan, name: Zhihong Shao, name: Zhixian Huang, name: Zhiyu Wu, name: Zhuoshu Li, name: Zhuping Zhang, name: Zian Xu, name: Zihao Wang, name: Zihui Gu, name: Zijia Zhu, name: Zilin Li, name: Zipeng Zhang, name: Ziwei Xie, name: Ziyi Gao, name: Zizheng Pan, name: Zongqing Yao, name: Bei Feng, name: Hui Li, name: J. L. Cai, name: Jiaqi Ni, name: Lei Xu, name: Meng Li, name: Ning Tian, name: R. J. Chen, name: R. L. Jin, name: S. S. Li, name: Shuang Zhou, name: Tianyu Sun, name: X. Q. Li, name: Xiangyue Jin, name: Xiaojin Shen, name: Xiaosha Chen, name: Xinnan Song, name: Xinyi Zhou, name: Y. X. Zhu, name: Yanping Huang, name: Yaohui Li, name: Yi Zheng, name: Yuchen Zhu, name: Yunxian Ma, name: Zhen Huang, name: Zhipeng Xu, name: Zhongyu Zhang, name: Dongjie Ji, name: Jian Liang, name: Jianzhong Guo, name: Jin Chen, name: Leyi Xia, name: Miaojun Wang, name: Mingming Li, name: Peng Zhang, name: Ruyi Chen, name: Shangmian Sun, name: Shaoqing Wu, name: Shengfeng Ye, name: T. Wang, name: W. L. Xiao, name: Wei An, name: Xianzu Wang, name: Xiaowen Sun, name: Xiaoxiang Wang, name: Ying Tang, name: Yukun Zha, name: Zekai Zhang, name: Zhe Ju, name: Zhen Zhang, name: Zihua Qu
Organization: DeepSeek

We introduce DeepSeek-V3.2, a model that harmonizes high computational efficiency with superior reasoning and agent performance. The key technical breakthroughs of DeepSeek-V3.2 are as follows: (1) DeepSeek Sparse Attention (DSA): We introduce DSA, an efficient attention mechanism that substantially reduces computational complexity while preserving model performance in long-context scenarios. (2) Scalable Reinforcement Learning Framework: By implementing a robust reinforcement learning protocol and scaling post-training compute, DeepSeek-V3.2 performs comparably to GPT-5. Notably, our high-compute variant, DeepSeek-V3.2-Speciale, surpasses GPT-5 and exhibits reasoning proficiency on par with Gemini-3.0-Pro, achieving gold-medal performance in both the 2025 International Mathematical Olympiad (IMO) and the International Olympiad in Informatics (IOI). (3) Large-Scale Agentic Task Synthesis Pipeline: To integrate reasoning into tool-use scenarios, we developed a novel synthesis pipeline that systematically generates training data at scale. This methodology facilitates scalable agentic post-training, yielding substantial improvements in generalization and instruction-following robustness within complex, interactive environments.