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Jia-Heng Zhang

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#artificial intelligence Preprint Sep 2026

Learning from a Thoughtful Teacher: Adaptive On-Policy Self-Distillation for Mathematical Reasoning

On-policy self-distillation (OPSD) trains a question-only student with token-level feedback from a teacher given training-only privileged information (PI). OPSD therefore provides dense, on-policy supervision, and is free of a larger external teacher, but its effectiveness rests on how PI is designed and utilized. Our...

Jia-Cheng Du, Wei-Wei Xie, Tian-Yi Du et al. · 0 citations

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