When Correct Beliefs Collapse: Epistemic Resilience of LLMs under Clinical Pressure 事件

When Correct Beliefs Collapse: Epistemic Resilience of LLMs under Clinical Pressure arXiv:2605.23932v1 Announce Type: cross Abstract: Despite strong medical benchmark accuracy, LLMs can exhibit severe multi-turn sycophancy in clinical dialogue, abandoning initial correct diagnosis under escalating pressure. We propose \textbf{\textsc{Med-Stress}}, a targeted stress test framework that evaluates belief stability under escalating pressure. Across nine frontier large language models (LLMs), we fin