Beyond Entropy: Correctness-Aware Advantage Shaping via Contrastive Policy Optimization

Researchers introduced Contrastive Policy Optimization to improve reinforcement learning by using token-level disagreement to better distinguish between useful uncertainty and harmful confusion.

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