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Author

Samantha Dies

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Jul 2026

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.

Germans Savcisens, Samantha Dies, Courtney Maynard et al. · 1 citation

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