A new evaluation framework for LLM social intelligence finds that influence, transparency, and adaptability predict agent success in games better than theory of mind or deep planning, with metrics achieving AUC 0.82 in predicting pairwise outcomes.
[Leyton-Brown and Shoham, 2008] Kevin Leyton-Brown and Yoav Shoham.Coalitional Game Theory, pages 69–77
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Communicate-Predict-Act: Evaluating Social Intelligence of Agents
A new evaluation framework for LLM social intelligence finds that influence, transparency, and adaptability predict agent success in games better than theory of mind or deep planning, with metrics achieving AUC 0.82 in predicting pairwise outcomes.