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Zhi-Heng Qin

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#machine learning Preprint Sep 2026

Scaling Properties of Same-Family On-Policy Distillation

It is found that early OPD training dynamics uniformly exhibit a regular *useful-transfer* regime, in which held-out accuracy (the *gold score*, $G$) rises approximately linearly in $d=\sqrt{\mathrm{KL}(\pi_\theta \Vert \pi_{\mathrm{ref}})}$, the square root of token-level reverse KL divergence from the student initial...

Yun-Tai Bao, Qin-Feng Li, Guo-qing Jiang et al. · 0 citations

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