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arXiv cs.AI / cs.LG / cs.CL11d ago

Recovering Reliable Supervision via Critique-Guided On-Policy Distillation

CriticOPD uses teacher critiques to restore recoverability in on-policy distillation, lifting two Qwen3 students on math benchmarks.

on-policy-distillation criticopd

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