作者位次 #3/9ICLR 2026Poster
An Open-Ended Benchmark and Formal Framework for Adjuvant Research with MLLM
Yi Chen · Yu Zhang · Jian Xu · Hua Yue · Xinming Wang · Zequan Lyu · Xu-yao Zhang · Wei Wei · Cheng-lin Liu
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Yi Chen · Yu Zhang · Jian Xu · Hua Yue · Xinming Wang · Zequan Lyu · Xu-yao Zhang · Wei Wei · Cheng-lin Liu
Xueqing Chen · Jian Xu · Ludi Wang · Yang Gao · Huihan Zhu · Yuanchun Zhou · Yi Du · Cheng-lin Liu
Shuo Tang · Jian Xu · Jiadong Zhang · Yi Chen · Qizhao Jin · Lingdong Shen · Chenglin Liu · Shiming Xiang
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...
Wenyao Cui · Zhang Huaping · Yongyi Huang · Qiuchi Li · Jian Xu · Cheng-lin Liu · Chunxiao Gao · Juan Wang · Baohua Zhang