RESTRAIN: From Spurious Votes to Signals -- Self-Driven RL with Self-Penalization

Zhaoning Yu, Will Su, Leitian Tao +9

Reinforcement learning with human-annotated data has boosted chain-of-thought reasoning in large reasoning models, but these gains come at high costs in labeled data while falterin…