Rethinking RL for LLM Reasoning: It's Sparse Policy Selection, Not Capability Learning

Ömer Faruk Akgül, Rajgopal Kannan, Willie Neiswanger +1

Reinforcement learning has become the standard for improving reasoning in large language models, yet evidence increasingly suggests that RL does not teach new strategies; it redist…