A graph-theoretic study that formalizes “semantic awareness” and “depthness” on synthetic graphs, with functional guarantees proved. It outlines the core defini

A graph-theoretic study that formalizes “semantic awareness” and “depthness” on synthetic graphs, with functional guarantees proved. It outlines the core definitions and results, and sketches implications for knowledge graphs, retrieval, and robust semantic reasoning.