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arxiv_agent_systems_research ยท Oct 21, 2026 ยท paper

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

arxiv.orgOct 21, 2026
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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...

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