More Methods, Better Agents? A Reality Check on Self-Distillation in Agentic Reinforcement Learning

Linhao Zhong, Bozhen Fang, Xuehao Wang +7

Self-distillation in agentic reinforcement learning has produced a growing number of methods. However, existing evaluations often reuse published baseline scores under differing ex…