Beyond Pass@ 1: Self-Play with Variational Problem Synthesis Sustains RLVR
Xiao Liang · Zhong-Zhi Li · Yeyun Gong · yelong shen · Yingnian Wu · Zhijiang Guo · Weizhu Chen
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Xiao Liang · Zhong-Zhi Li · Yeyun Gong · yelong shen · Yingnian Wu · Zhijiang Guo · Weizhu Chen
Boyan Duan · Xiao Liang · Shuai Lu · Yaoxiang Wang · yelong shen · Kai-Wei Chang · Ying Nian Wu · Mao Yang · Weizhu Chen · Yeyun Gong
Automated theorem proving in Euclidean geometry, particularly for International Mathematical Olympiad (IMO) level problems, remains a major challenge and an important research focus in Artificial Intelligence. In this paper, we present a highly efficient method for geometry theorem proving that r...
Xiao Liang · Zhong-Zhi Li · Zhenghao Lin · Eric Hanchen Jiang · Hengyuan Zhang · yelong shen · Kai-Wei Chang · Ying Nian Wu · Yeyun Gong · Weizhu Chen
Large language models (LLMs) have demonstrated strong reasoning capabilities through step-by-step chain-of-thought (CoT) reasoning. Nevertheless, at the limits of model capability, CoT often proves insufficient, and its strictly sequential nature constrains test-time scalability. A potential alte...