huggingface.co › papers › 2608.03632 Paper page - When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation … SA-OPD introduces a lightweight input-groundedness proxy estimating whether a token-level distillation signal truly depends on the input. … Aug 6, 2026