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RESEARCH27

Agent Island: A Saturation- and Contamination-Resistant Benchmark from Multiagent Games

arXiv CS.AIΒ·May 7, 2026

Agent Island is a new multiagent simulation environment for language models, serving as a dynamic benchmark designed to mitigate saturation and contamination. Models like openai/gpt-5.5 are ranked based on their performance in games involving cooperation, conflict, and persuasion.

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