Reinforcement Learning with Metacognition Improves Uncertainty Expression in LLMs1. July 2026AI ModelsReinforcement Learning with Metacognitive Feedback (RLMF) enables LLMs to express their own uncertainty in a calibrated manner and outperforms standard RL methods by up to 63 percent. Share on: