Four Axioms Reveal LLMs Have No Real Latent Reasoning

A new framework defines four axioms — Causality, Minimality, Separability, and Stability — to evaluate whether LLM intermediate representations constitute genuine latent reasoning. No tested open-weight model satisfies all four, and most intermediate representations carry no information beyond the input embedding.