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Zichen Zhu

1 paper indexed

arxivcs.LGcs.CL2026-06-30

One Student, Many Teachers: Multi-Task On-Policy Distillation via Soft-Prompt Privileged Context

Yingzi Ma, Zichen Zhu, Ming Jiang, Chaowei Xiao

On-policy self-distillation (OPSD) teaches large language models new skills through a teacher that shares the student's backbone and supervises its own rollouts. Existing teachers either inject privileged context at the input -- inducing post-hoc rationalization -- or fine-tune w…

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