Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR
NUDGERL addresses exploration limits in Reinforcement Learning with Verifiable Rewards (RLVR) by using Strategy Nudging to force diverse reasoning paths. It introduces a unified objective combining inter-intra group advantage and distillation to transfer discovered strategies back to the base model, significantly improving sample efficiency over standard methods.