Shorter but not Worse: Frugal Reasoning via Easy Samples as Length Regularizers in Math RLVR

Abdelaziz Bounhar, Hadi Abdine, Evan Dufraisse +5

Large language models (LLMs) trained for step-by-step reasoning often become excessively verbose, raising inference cost. Standard Reinforcement Learning with Verifiable Rewards (R…