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标题为英语Demographic Pluralism: Inference-Time Modeling of Pluralistic Human Preference Distributions

Large language models (LLMs) are increasingly used in culturally sensitive settings, where alignment requires representing diverse preferences within populations. Yet existing methods model populations at coarse demographic or community levels and overlook within-group…

arXiv — cs.AI作者: Meng-Chen Wu, Qipin Chen, Ansh Jain, Tess Wood, Zhe Du, Si-Chi Chin2026年10月1日 (10月1日)
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  • Large language models (LLMs) are increasingly used in culturally sensitive settings, where alignment requires representing diverse preferences within populations
  • Yet existing methods model populations at coarse demographic or community levels and overlook within-group…
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Demographic Pluralism: Inference-Time Modeling of Pluralistic Human Preference Distributions

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