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

Idunnuoluwa A. Adeniji, Shilpika, Michael E. Papka

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 prod…