The Shape of Word Embeddings: Quantifying Non-Isometry With Topological Data Analysis

Ondřej Draganov, Steven Skiena

Word embeddings represent language vocabularies as clouds of $d$-dimensional points. We investigate how information is conveyed by the general shape of these clouds, instead of rep…