arXiv:2605.26184v2 Announce Type: replace-cross Abstract: Hybrid post-training combining supervised fine-tuning (SFT) and reinforcement learning (RL) is the standard paradigm for aligning large language models, yet fixed mixing schedules cannot adapt when the
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