Cristina V. Lopes

The Geometry of Logic: Stratification Induces Semantic Structure and Robust Reasoning

Transformer-based language models perform well on symbolic tasks, yet it remains unclear whether they learn generalizable rules or rely on statistical shortcuts. Mechanistic studies link algorithmic behavior to structured internal representations, motivating the hypothesis that robust reasoning benefits from separating...