The Geometry of Categorical and Hierarchical Concepts in LLMs

The Geometry of Categorical and Hierarchical Concepts in LLMs

Building upon our recent work, we formalize the representations of categorical concepts in LLMs as convex polytopes and further show that hierarchical relations between concepts are represented as orthogonality. Under Review.

September 2024 · Kiho Park, Yo Joong Choe, Yibo Jiang, Victor Veitch