Redundant or Necessary? A Benchmark for Detecting Redundant Steps in Agent Trajectories 事件

Redundant or Necessary? A Benchmark for Detecting Redundant Steps in Agent Trajectories arXiv:2605.29893v1 Announce Type: new Abstract: LLM-based agents have demonstrated strong capabilities in solving complex tasks through multi-step reasoning and tool use. However, existing evaluation protocols primarily focus on task success, overlooking a critical aspect of agent behavior: execution efficiency. In practice, agent trajectories often contain redundant steps that consume substantial resources