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Categorical tools for natural language processing

Authors :
de Felice, Giovanni
Coecke, Bob
Publication Year :
2022
Publisher :
University of Oxford, 2022.

Abstract

This thesis develops the translation between category theory and computational linguistics as a foundation for natural language processing. The three chapters deal with syntax, semantics and pragmatics. First, string diagrams provide a unified model of syntactic structures in formal grammars. Second, functors compute semantics by turning diagrams into logical, tensor, neural or quantum computation. Third, the resulting functorial models can be composed to form games where equilibria are the solutions of language processing tasks. This framework is implemented as part of DisCoPy, the Python library for computing with string diagrams. We give a hierarchy of categorical and linguistic notions and an overview of their applications in compositional natural language processing.

Details

Language :
English
Database :
British Library EThOS
Publication Type :
Dissertation/ Thesis
Accession number :
edsble.879237
Document Type :
Electronic Thesis or Dissertation