Entropy patterns show single LLMs often outperform multi-agent groups, first-round dynamics dominate, and an entropy judger improves solution selection across benchmarks.
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When Does Multi-Agent Collaboration Help? An Entropy Perspective
Entropy patterns show single LLMs often outperform multi-agent groups, first-round dynamics dominate, and an entropy judger improves solution selection across benchmarks.