When Agents Look the Same: Quantifying Distillation-Induced Similarity in Tool-Use Behaviors
arXiv:2604.21255v1 Announce Type: new
Abstract: Model distillation is a primary driver behind the rapid progress of LLM agents, yet it often leads to behavioral homogenization. Many emerging agents share nearly identical reasoning steps and failure mo…