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ResearchOctober 23, 2026

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…

Idunnuoluwa A. Adeniji, Shilpika, Michael E. Papka·arXiv — cs.AI
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Key Takeaways
  • 01.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
  • 02.These labels are measurements produced by parsers, behavioral detectors, and harness…

This material is provided as an extended analytical summary.

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