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

**Published:** October 23, 2026
**Author:** Idunnuoluwa A. Adeniji,  Shilpika, Michael E. Papka
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/what-the-trace-shows-and-what-the-label-says-auditing-behavioral-detecto

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…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.30491)

**Tags:** #arXiv

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