Gong-Le Xue

Diagnosing On-Policy Self-Distillation for Reasoning Language Models

It is argued that OPSD is a sensitive algorithm rather than a generally reliable reasoning-improvement post-training method because it produces ineffective length growth, stable degradation, or behavioral collapse.