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cs.CL2026

When Top-K Misses the Decision: Tool-Call Drift in Multi-Teacher On-Policy Distillation

Jiabin Shen, Guang Chen, Chengjun Mao

The paper studies how multi-teacher on-policy distillation can cause language models to over-call tools, and introduces Soft Clamp, a token-level divergence calibration method that…