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Thomas Kleine Buening

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Preprint Jul 2026

Partition, Prompt, Aggregate: Statistical Self-Consistency in Language Models

It is suggested that models possess relevant subpopulation knowledge but do not reliably propagate it into aggregate estimates, and this gap establishes statistical self-consistency as an unsaturated, reference-free criterion for evaluating LLMs.

Patrik Wolf, Thomas Kleine Buening, Andreas Krause et al. · 0 citations