response-length

This paper introduces the length-scaling tax (LST)—excess response length on already-solved queries after RL post-training—and proposes Length Self-Distillation (LSD), which routes solved prompts to on-policy distillation using an EMA of the online policy as teacher, substantially curbing verbosity while preserving or improving accuracy.