Think Dense, Not Long: Dynamic Decoupled Conditional Advantage for Efficient Reasoning

Keqin Peng, Yuanxin Ouyang, Xuebo Liu +4

Reinforcement Learning with Verifiable Rewards (RLVR) can elicit strong multi-step reasoning, yet it often encourages overly verbose traces. Moreover, naive length penalties in gro…