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Ruiyang Ren

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#machine learning Preprint Sep 2026

From Dissonance to Orchestration: Teacher Intervention in On-Policy Distillation

On-policy distillation (OPD) trains a student on its own reasoning trajectories using feedback from a stronger teacher. Teacher interventions can improve these trajectories, but also change the distribution on which the student learns. Our controlled studies show that rollout quality alone is an incomplete criterion fo...

Yu-Hao Wang, Ruiyang Ren, Yi-Nan Zhang et al. · 0 citations

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