SOTOPIA-TOM benchmark reveals that even GPT-5 scores only 62% on information management in multi-agent interactions, with Theory-of-Mind prompting cutting privacy violations and raising overall scores.
2.what_to_share field for each agent should include information from its pre_interaction_knowledge
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SOTOPIA-TOM: Evaluating Information Management in Multi-Agent Interaction with Theory of Mind
SOTOPIA-TOM benchmark reveals that even GPT-5 scores only 62% on information management in multi-agent interactions, with Theory-of-Mind prompting cutting privacy violations and raising overall scores.