The Geometry of Thought: How Scale Restructures Reasoning In Large Language Models

Samuel Cyrenius Anderson

Scale does not uniformly improve reasoning - it restructures it. Analyzing 25,000+ chain-of-thought trajectories across four domains (Law, Science, Code, Math) and two scales (8B,…