Knowing When to Critique: Task-Adaptive Metacognitive Regulation for Reliable LLM Reasoning

Xinmeng Hou, Ziting Chang, Zhouquan Lu +6

Large language models (LLMs) reason fluently but do not regulate their reasoning: they apply uniform scrutiny to every input, which leaves them vulnerable to adversarial and counte…