Single-Rollout Hidden-State Dynamics for Training-Free RLVR Data Selection

Jianghao Wu, Jianfei Cai, Weiqiang Wang +3

Reinforcement learning with verifiable rewards (RLVR) can yield large reasoning gains from very few training instances, yet its strong sensitivity to which instances are used makes…