Just Say No: Penalizing Mistakes May Be All You Need in RL for Reasoning This paper, from UVA and Princeton, dives into Reinforcement Learning with Verifiable Rewards (RLVR) for reasoning tasks and reveals a surprising insight: penalizing wrong answers (NSR) can be more
Penalizing Mistakes: Simple Yet Effective RL Reasoning Strategy
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