Mar 22 • 💬 General
Why Do Multi-Agent LLM Systems Fail?
"Despite growing enthusiasm for Multi-Agent Systems (MAS)), where multiple LLM agents collaborate to accomplish tasks, their performance gains across popular benchmarks remain minimal compared to single-agent frameworks.
This gap highlights the need to analyze the challenges hindering MAS effectiveness. In this paper, we present the first comprehensive study of MAS challenges. We analyze five popular MAS frameworks across over 150 tasks, involving six expert human annotators. We identify 14 unique failure modes and propose a comprehensive taxonomy applicable to various MAS frameworks."
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Why Do Multi-Agent LLM Systems Fail?
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