LLM probability estimates violate the law of total probability across partitions, and subgroup-aggregated estimates often beat direct population-level estimates (the macro fallacy).
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Partition, Prompt, Aggregate: Statistical Self-Consistency in Language Models
LLM probability estimates violate the law of total probability across partitions, and subgroup-aggregated estimates often beat direct population-level estimates (the macro fallacy).