一作ICML 2026Poster· Social Aspects / Alignment
Real-Time Monitoring and Calibration of Chain-of-Thought Sycophancy in Large Reasoning Models
Jingyu Hu · Shu Yang · Xilin Gong · Hongming Wang · Weiru Liu · Di Wang
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Jingyu Hu · Shu Yang · Xilin Gong · Hongming Wang · Weiru Liu · Di Wang
Shu Yang · Jingyu Hu · Tong Li · Hanqi Yan · Wenxuan Wang · Di Wang
We introduce AutoMonitor-Bench, the first benchmark designed to systematically evaluate the reliability of LLM-based misbehavior monitors across diverse tasks and failure modes. AutoMonitor-Bench consists of 3,010 carefully annotated test samples spanning question answering, code generation, and...
Jingyu Hu · Mengyue Yang · Mengnan Du · Weiru Liu