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MetaPersona: Task-Grounded Synthetic Populations from Empirical Social Science

Personas used to seed LLM social simulations face a cold-start problem: existing methods lack a principled basis for deciding which attributes to include and how to assign their values. As a result, synthetic populations may misrepresent the demographic composition, latent…

arXiv — cs.AIBy: Jinyi Ye, Yuangang Li, Chenxiao Yu, Preyashi Poddar, Priyanka Dey, Longtian Ye, Zihan Wang, Xiyang Hu, Emilio Ferrara, Yue ZhaoOctober 1, 2026 (Oct 1)
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  • Personas used to seed LLM social simulations face a cold-start problem: existing methods lack a principled basis for deciding which attributes to include and how to assign their values
  • As a result, synthetic populations may misrepresent the demographic composition, latent…
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MetaPersona: Task-Grounded Synthetic Populations from Empirical Social Science

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