Implicit Compression Regularization: Concise Reasoning via Internal Shorter Distributions in RL Post-Training

Chen Wang, Hexuan Deng, Yining Zhang +5

Reinforcement learning with verifiable rewards improves LLM reasoning but often induces overthinking, where models generate unnecessarily long reasoning traces. Existing methods ma…