Capable Teacher, Myopic Scorer: Reward-Free Teacher Repair for Agentic On-Policy Distillation

arXiv:2610.28586 · cs.CL, cs.AI · Submitted 2026-10-20 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-10-20

Updated: 2026-10-20

Terminology

• Distillation — 1× in this paper · explained in 2 episodes
• On-Policy Distillation — 1× in this paper · explained in 3 episodes
• Policy distillation — 1× in this paper · explained in 2 episodes

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