Vector Semantics

Vector semantics is a formal theory that connects word vectors to cognitive linguistics, bridging the gap between the two fields by treating each dictionary definition as an equation and the entire lexicon as a set of equations.

Format: Paperback / softback
Length: 273 pages
Publication date: 07 December 2022
Publisher: Springer Verlag, Singapore

This open-access book introduces Vector semantics, a groundbreaking approach that seamlessly connects the formal theory of word vectors to the cognitive theory of linguistics. The computational linguists and deep learning researchers who pioneered the development of word vectors have primarily relied on the vast availability of large corpora and the power of computers equipped with highly parallel GPU and TPU compute engines. Their primary objective is to empower computers with natural language capabilities, enabling them to excel in practical applications such as machine translation and question answering.

Cognitive linguists, on the other hand, take a holistic approach to studying natural language, delving into the intricate relationship between language and thought, as well as exploring questions about conceptual universals. They primarily rely on in-depth investigations of language in use to gain a deeper understanding of its complexities. Despite the shared moniker of 'linguistics,' these two schools have historically maintained minimal communication due to their distinct historical origins, data collection methods, and conceptual frameworks.

Vector semantics emerges as a transformative bridge, offering a formal theory formulated in terms of linear polytopes. This theory generalizes both word vectors and conceptual structures, treating each dictionary definition as an equation and the entire lexicon as a set of interconnected equations that mutually constrain all meanings. By adopting this framework, Vector semantics facilitates a seamless integration of linguistic insights and computational methodologies, paving the way for a more comprehensive understanding of language and its applications.

Weight: 620g
Dimension: 260 x 193 (mm)
ISBN-13: 9789811956096
Edition number: 1st ed. 2023