A Measure-Theoretic Analysis of Reasoning: Structural Generalization and Approximation Limits

Yuyang Zhang, Yifu Zhang, Xuehai Zhou +1

While empirical scaling laws for LLM reasoning are well-documented, the theoretical mechanisms governing out-of-distribution (OOD) generalization remain elusive. We formalize reaso…