RollVerify: Bridging Efficiency and Accuracy in Long-Tail Rollout Reinforcement Learning.

arXiv:2610.09914v1 Announce Type: cross Abstract: Reinforcement learning is crucial for improving large language models' reasoning and generalization. It relies on massive rollouts whose lengths become increasingly long-tailed as context windows grow. In on-po