Batched Contextual Reinforcement II: Does RLVR Need Long Rollout Windows?

arXiv:2610.22887v2 Announce Type: replace-cross Abstract: Long rollout windows make reinforcement learning with verifiable rewards (RLVR) expensive, yet simply shortening them can remove the correctness signal: when every single-problem rollout truncates befor