What it measures

Standard 2025 competition math holdout used in OpenAI, DeepSeek, and Qwen evaluations.

Reading the measurement

A correct final answer, a complete proof and useful research progress are different achievements. Choose the one the task actually grades. Inspect the permitted computation, attempt budget and handling of invalid arguments before comparing models.

Published evaluation

Published pass@1 for the named contest. Parenthesized values in source cells are output-token counts in thousands, not uncertainty. February and November problems are separate measures.

Where this fits in an evaluation suite

Final-answer accuracy, proof credit, and expert-reviewed research progress are distinct signals. A proof-aware evaluation should retain partial work and audit strong claims.

Start with a capability hypothesis, then choose a second test with a different failure mode. Keep the checkpoint, reasoning effort, agent tools, sampling policy, and scoring procedure fixed when measuring a training intervention. Record failures and missing outputs in the denominator.

A reproducible comparison

Published pass@1 for the named contest. Parenthesized values in source cells are output-token counts in thousands, not uncertainty. February and November problems are separate measures.

Publish the exact run configuration, item coverage, score units, and available uncertainty. If a source supplies only an aggregate or a single run, preserve that limit. A new model name or a rounded score alone does not establish a capability improvement.

PRIMARY EVIDENCE & FURTHER READING

  1. DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models — published result table ↗

    DeepSeek-AI, Liu, Aixin, Mei, Aoxue, Lin, Bangcai, Xue, Bing, Wang, Bingxuan et al. · 2025

    All 264 authors

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

Reviewed 2026-10-27. Explanation and interpretation by RLTasks. Benchmark ownership remains with its original authors.