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.
Cialdini.Influence: The psychol- ogy of persuasion
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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.