The Geometric Price of Discrete Logic: Context-driven Manifold Dynamics of Number Representations

Long Zhang, Dai-jun Lin, Wei-neng Chen

Large language models (LLMs) generalize smoothly across continuous semantic spaces, yet strict logical reasoning demands the formation of discrete decision boundaries. Prevailing t…