Does Scaling Reinforcement Learning Really Require More Training?

arXiv:2610.01133v2 Announce Type: replace-cross Abstract: Scaling reasoning typically spends more compute on reinforcement learning (RL) or on inference. We show that a completed RL training history can yield policies stronger than the checkpoints visited by i