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Author

Tian-Yu Yang

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Preprint Sep 2026

Data-Free On-Policy Distillation: How Far Can We Go Without External Data?

On-policy distillation (OPD) is increasingly applied to frontier foundation model post-training. Prior work in this area has largely focused on algorithmic advances, yet it remains unclear how much OPD depends on its training questions and, in particular, how far this dependence can be reduced. Across two representativ...

Gengsheng Li, Mao Zheng, Ming-Yang Song et al. · 0 citations

On-Policy Distillation with Curriculum Turn-level Guidance for Multi-turn Agents

Guided On-Policy Distillation (Guided-OPD), a simple yet effective algorithm that mixes teacher- and student-generated turns within each rollout and schedules the teacher's intervention probability along a curriculum that decays to zero is proposed.

Gengsheng Li, Mao Zheng, Ming-Yang Song et al. · 24 citations · ⚡3

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