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[论文品读]强化学习教师的推理时扩展

16 Jun 2025

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[LG] Reinforcement Learning Teachers of Test Time Scaling  E Cetin, T Zhao, Y Tang  [Sakana AI]  本文通过提出强化学习教师(RLTs)框架,创新性地将RL教师模型的任务设定为在已知问题和答案的前提下生成优质解释,并利用基于学生理解度的密集奖励进行训练,从而高效地生成了无需后处理的高质量蒸馏数据,不仅显著提升了下游学生模型在复杂推理任务上的性能,甚至在零样本跨领域迁移和RL冷启动方面取得了超越传统方法的反直觉成果。https://arxiv.org/abs/2506.08388   

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