Evaluating LLM adherence to statistical self-consistency principles

This study investigates if LLM estimates satisfy the law of total probability through a binary tree evaluation scaffold. By recursively partitioning populations with verbalized descriptions, the researchers test whether LLM conditional distributions aggregate into accurate population-level marginals.