AIBullisharXiv – CS AI · Feb 277/106
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Know What You Know: Metacognitive Entropy Calibration for Verifiable RL Reasoning
Researchers propose EGPO, a new framework that improves large reasoning models by incorporating uncertainty awareness into reinforcement learning training. The approach addresses the "uncertainty-reward mismatch" where current training methods treat high and low-confidence solutions equally, preventing models from developing better reasoning capabilities.