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Shijie Lian · Bin Yu · Xiaopeng LIN · Laurence Yang · Zhaolong Shen · Changti Wu · YuZhuo Miao · Cong Huang · Kai Chen
Xinming Wang · Jian Xu · Bin Yu · Sheng Lian · Yi Chen · Boran Wang · Yingjian Zhu · Hongzhu Yi · Hong-Ming Yang · Han Hu · Cheng-lin Liu · Xu-yao Zhang
Large reasoning models (LRMs) show strong capabilities in complex reasoning, yet their marginal gains on evidence-dependent factual questions are limited. We find this limitation is partially attributable to a reasoning–answer hit gap, where the model identifies the correct facts during reasoning...