Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

TL;DR

We systematically examine the current state of RLVR and surprisingly find that it does not elicit fundamentally new reasoning patterns—revealing a gap between the potential of RL and the actual impact of current RLVR methods.

Opening excerpt from the authors’ abstract. source