Large Language Models Predict Human Social Behavior via Interpretable Mechanisms
MindEvolve is introduced, an autonomous workflow designed to predict behavior in social interactions by generating interpretable symbolic models of cognition, and provides a roadmap for advancing LLM-based cognitive modeling toward human-expert-level theory construction.