MultiAgentBench: Evaluating the Collaboration and Competition of 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: Coordination topology and planning strategy changed milestone progress and task results. A graph topology performed best in one research scenario, while cognitive planning improved milestone achievement by 3%.

Impact: Watch milestone and topology measures. Reject transfer of one topology result into a default architecture.

Boundary: Simulated scenarios and model-specific rankings do not establish operational superiority. Next: which milestone signals remain meaningful in real handoffs with authority and privacy boundaries?

Flags: scenario and topology dependence; no mature-repository field test

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 2. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
  • 2026-10-12: position 2. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence