When Does Closed-Loop Curriculum Adaptation Help GRPO? An Analysis on Countdown.

arXiv:2610.39056v1 Announce Type: cross Abstract: Reinforcement fine-tuning has become an effective post-training paradigm for improving the reasoning ability of large language models, but it remains sample-inefficient when the training distribution is mismatc