Belief Coevolution in a Social Network of Generalist and Specialist Large Language Models
It is shown that simple persistence-based opinion-dynamics models reproduce collective outcomes in all-generalist LLM populations, whereas heterogeneous LLM populations require population-level belief composition to reproduce consensus and agent identity to predict individual belief transitions.