Study Reveals LLMs Lack Statistical Self-Consistency

Recent research highlights that Large Language Models fail to maintain statistical self-consistency. Experiments using binary tree partitioning confirm that model outputs do not satisfy basic probabilistic identities like the law of total probability.

2026-07-17 ~ 2026-07-17 · 2 related posts