Antonia Ferrer-Sapena

From Word Embeddings to Semantic Projections: Interpretability and Context in Web-Scale Semantic Analysis

This paper revisits semantic projections and related count-based representations as interpretable directional semantic structures for semantic analysis in document corpora and web-based information environments and demonstrates that semantic projections effectively capture persistent contextual structures while remaining sensitive to corpus-specific discourse communities.