作者位次 #5/9NeurIPS 2026Poster
From Intent to Evidence: A Categorical Approach for Structural Evaluation of Deep Research Agents
Shuoling Liu · Zhiquan Tan · Kun Yi · Hui Wu · Yihan Li · Jiangpeng Yan · Liyuan Chen · Kai Chen · Qiang Yang
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Shuoling Liu · Zhiquan Tan · Kun Yi · Hui Wu · Yihan Li · Jiangpeng Yan · Liyuan Chen · Kai Chen · Qiang Yang
Qianjun Pan · Junyi Wang · Jie Zhou · Yutao Yang · Junsong Li · Kaiyin Xu · Yougen Zhou · Yihan Li · JingYuan Zhao · Qin Chen · Ningning Zhou · Kai Chen · Liang He
To develop a reliable AI for psychological assessment, we introduce PsychEval, a multi-session, multi-therapy, and highly realistic benchmark designed to address three key challenges: 1) Can we train a highly realistic AI counselor? Realistic counseling is a longitudinal task requiring sustained...