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Ze-Yuan Liu

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#artificial intelligence Preprint Sep 2026

Data-free On-policy Distillation

On-policy distillation (OPD) has become a standard component of frontier post-training pipelines, yet how much its training data actually contributes has gone largely unexamined. On the two teacher--student pairings most common in practice, we find OPD almost indifferent to its data: eight prompts already match a 17k-p...

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

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