Research IdeaNov 27, 2025
MetaCog-RL: Reinforcement Learning for Metacognitive Calibration in Healthcare LLMs
A novel framework combining reinforcement learning with knowledge graphs to train LLMs in healthcare to develop accurate metacognitive abilities. The system learns to calibrate confidence levels, recognize knowledge boundaries, and identify situations requiring human intervention through iterative self-evaluation and external validation.
reinforcement-learningmetacognitionhealthcare-ai