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Tian-Le Wang

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#natural language process... Preprint Oct 2026

SAPD: Step-Aligned Privileged Distillation

On-policy post-training can improve large language models by learning from their own trajectories, but requires costly rollout generation. We ask whether fixed demonstrations can support competitive off-policy learning through better supervision. Our premise is that their usefulness depends not only on the training tra...

Tian-Le Wang, Jia-Yu Liu, Rui-Zhi Zhao et al. · 0 citations

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