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 variation.