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Annotrace: A tool for step-level annotation of AI agent traces

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In brief

  1. Annotrace structures AI agent traces into nested, ordered steps for detailed analysis.
  2. The tool combines human annotation with frontier model suggestions to speed up the process.
  3. It measures agreement between annotators, human or AI, with a kappa score of 0.82.

Annotrace is an open-source tool designed to annotate AI agent execution traces at the granularity of individual steps. It enables human-AI collaboration to build structured datasets and assess annotation consistency between humans and models.

This summary gives you the essentials. The full article, its figures and quotes are on cs.AI updates on arXiv.org.

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