RLMF for Faithful Uncertainty Expression in LLMs

Reinforcement Learning with Metacognitive Feedback (RLMF) improves LLM reliability by refining completion rankings based on a model's ability to judge its own performance. This method targets systemic deficiencies like high-confidence hallucinations and poor knowledge boundary recognition.