DISSERTATION

Categorical tools for natural language processing

de Felice, Giovanni

Year: 2022 University:   Oxford University Research Archive (ORA) (University of Oxford)   Publisher: University of Oxford

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.

Keywords:
Computational semantics Natural language Semantics (computer science) String (physics) Computational linguistics Question answering Formal semantics (linguistics) Categorical variable Object language Functor Python (programming language)

Metrics

0
Cited By
0.00
FWCI (Field Weighted Citation Impact)
0
Refs
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Natural Language Processing Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Machine Learning and Algorithms
Physical Sciences →  Computer Science →  Artificial Intelligence
Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence

Related Documents

BOOK-CHAPTER

Natural Language Processing Tools

Justin F. BrunelleChutima Boonthum-Denecke

IGI Global eBooks Year: 2012 Pages: 9-23
JOURNAL ARTICLE

Visual Tools for Natural Language Processing

Robert GaizauskasPeter RodgersKevin Humphreys

Journal:   Journal of Visual Languages & Computing Year: 2001 Vol: 12 (4)Pages: 375-412
JOURNAL ARTICLE

Building natural language processing tools for Runyakitara

Fridah KatushemererweAndrew CainesPaula Buttery

Journal:   Applied Linguistics Review Year: 2020 Vol: 12 (4)Pages: 585-609
© 2026 ScienceGate Book Chapters — All rights reserved.