Plausible but Not Valid: A Psychometric Audit of LLMs as Synthetic Survey Respondents
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Plausible but Not Valid: A Psychometric Audit of LLMs as Synthetic Survey Respondents

Large language models replicate broad psychometric trends in synthetic survey responses but fail to match human joint distributions, reliability, and mediation structures, making t…

Hugging Face · Daily Papers ·Mantas Lukauskas, Viktorija Šarkauskaitė · ·▲ 2 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Mantas Lukauskas, Viktorija Šarkauskaitė

  • 2 upvotes da comunidade
  • Temas: large language models, psychometric similarity score, Gaussian copula, Tucker's phi, acquiescence shift, mediation pathways

Resumo

Resumo original (em inglês), extraído do paper:

Large language models replicate broad psychometric trends in synthetic survey responses but fail to match human joint distributions, reliability, and mediation structures, making them unsuitable replacements for real respondents.

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