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Amazon Science proposes Demographic Pluralism, an inference-time framework that estimates population-level opinion distributions by generating multiple perspectives within demographically grounded groups, reducing Jensen-Shannon distance by 8.4%-26.4% over Modular Pluralism across four backbones on GlobalOpinionQA and VITAL without requiring opinion-distribution training data.