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SEAD: Competence-Aware On-Policy Distillation via Entropy-Guided Supervision

SEAD uses entropy-guided supervision at token, phase, and prompt levels to cut wasteful gradients and achieves +4.8 average accuracy over vanilla on-policy distillation.

Michael Lee, Zelei Cheng, Yu Wang, Renkun Ni and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 3/5
medium 9/10
strict 0/5