What the Trace Shows and What the Label Says: Auditing Behavioral Detectors in Agent Evaluation.

arXiv:2610.30491v1 Announce Type: new Abstract: LLM agents are often evaluated by reducing execution traces to labels such as final-answer correctness, tool verification, and fault propagation. These labels are measurements produced by parsers, behavioral dete