1% of Tokens Can Be Enough: On Gradient Estimation in On-Policy Distillation

Huanxin Sheng, Zhiling Ye, Haonan Wang +3

Sparse on-policy distillation (OPD) allocates teacher supervision to a small subset of tokens in student-generated trajectories. However, useful teacher guidance can yield a noisy…