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

Idunnuoluwa A. Adeniji et al.
arXiv CS · Papers
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software-architecturesoftware-engineeringtesting
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 detectors, and harness rules, and they may not fully capture what the trace shows. We study
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