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

Yongqiang Yao, Jinru Tan, Kaihuan Liang +5

Reinforcement learning is crucial for improving large language models' reasoning and generalization. It relies on massive rollouts whose lengths become increasingly long-tailed as…