Where Rollouts Begin: Low-Load, High-Leverage First-Token Diversification for RLVR

Soeun Kim, Albert No

Reinforcement Learning with Verifiable Rewards (RLVR) trains reasoning models without labeled trajectories, relying on grouped rollouts to expose the policy to alternative reasonin…