Random Policy Valuation is Enough for LLM Reasoning with Verifiable Rewards
Haoran He · Yuxiao Ye · Qingpeng Cai · Chen Hu · Binxing Jiao · Daxin Jiang · Ling Pan
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Haoran He · Yuxiao Ye · Qingpeng Cai · Chen Hu · Binxing Jiao · Daxin Jiang · Ling Pan
Xiaoyun Zhang · Xiaojian Yuan · Di Huang · Wang You · Chen Hu · Jingqing Ruan · Kejiang Chen · Xing Hu
Reasoning ability has become a defining capability of Large Language Models (LLMs), with Reinforcement Learning with Verifiable Rewards (RLVR) emerging as a key paradigm to enhance it. However, RLVR training often suffers from policy entropy collapse, where the policy becomes overly deterministic...
Furong Jia · Ling Dai · Wenjin Deng · Fan Zhang · Chen Hu · Daxin Jiang · Yu Liu
Chen Hu · Rui Wang · Jiale Zhou · Jingjun Yi · Shaocheng Jin · Yidong Song · Yefeng Zheng
Yeqin Zhang · Yizheng Zhao · Chen Hu · Binxing Jiao · Daxin Jiang · Ruihang Miao · Cam-Tu Nguyen
Ziyi Ni · Huacan Wang · Shuo Zhang · Shuo Lu · Ziyang He · Wang You · Zhenheng Tang · Sen Hu · Bo Li · Chen Hu · Binxing Jiao · Daxin Jiang · yuntao du · Pin Lyu