AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents

Catalog evidence and recorded chart appearances. Inclusion is not an endorsement.

Source snapshot imported 2026-10-20. This is not a live feed. Source and contributions.

Evidence and limits

Finding: Final success rate hides partial progress and failure location. AgentBoard adds a progress-rate measure and process views across multiple agent environments.

Impact: Strengthen stage and progress evidence. Reject completion status as the only workflow measure.

Boundary: Benchmark progress does not itself capture human authority, burden, or recovery. Next: which process milestones should be standardized without creating a misleading composite score?

Flags: benchmark and process-metric construct validity

Record State: Catalog review recorded; not a performance endorsement

What was reviewed: Structure and relevance screened; not a full evaluation

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Recorded chart appearances

  • 2026-10-13: position 7. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
  • 2026-10-12: position 7. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence