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Paper · arXiv

The $\textit{Silicon Society}$ Cookbook: Design Space of LLM-based Social Simulations

Studies attempting to simulate human behavior with $\textit{Silicon Societies}$ grow in numbers while LLM-only social networks have started appearing outside of controlled settings. However, the design space of these networks remains under-studied, which contributes to a gap in validating model realism. To enable future works to make more informed design decisions, we perform a systematic analysis of the consequences and interactions of key design choices in simulated social networks, including the choice of base model used to model individual agents, and how they are connected to each other. Using surveys as a proxy for agent opinions, our findings suggest that the geometry of the design...

AuthorsAurélien Bück-Kaeffer, Sneheel Sarangi, Maximilian Puelma Touzel et al.
Primary categorycs.MA
Published30 April 2026
Last updated at source30 April 2026
cs.MAcs.AI
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