Harnessing the Universal Geometry of Embeddings

Computer Science > Machine Learning [Submitted on 18 May 2025 (v1), last revised 26 Jan 2026 (this version, v4)] Title:Harnessing the Universal Geometry of Embeddings View PDF HTML (experimental)Abstract:We introduce the first method for translating text embeddings from one vector space to another without any paired data, encoders, or predefined sets of matches. Our unsupervised approach translate...