Does RL Actually Make LLMs Smarter? A Critical Look at Reinforcement Learning for Reasoning2025-12-30T13:00:00Z•13 min read#reinforcement learning#llm reasoning#rlvr#machine learning#ai researchRecent research suggests RL training optimizes search efficiency over existing capabilities rather than expanding reasoning capacity. Here's what the pass@k evidence actually shows.