Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs.

arXiv:2606.32032v2 Announce Type: replace-cross Abstract: Metacognition is a critical component of intelligence that describes the ability to monitor and regulate one's own cognitive processes. Yet LLMs exhibit systemic deficiencies in key metacognitive facult