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arXiv — cs.AI

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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 detectors, and harness…

arXiv — cs.AIBy: Idunnuoluwa A. Adeniji, Shilpika, Michael E. PapkaOctober 23, 2026 (5 hours ago)
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  • 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 detectors, and harness…
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What the Trace Shows and What the Label Says: Auditing Behavioral Detectors in Agent Evaluation

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