Explainable Natural Language Processing - Couverture souple

Søgaard, Anders

Couverture souple

ISBN 10 : 163639213X ISBN 13 : 9781636392134

Editeur : Morgan & Claypool Publishers, 2021

Synopsis

This book presents a taxonomy framework and survey of methods relevant to explaining the decisions and analyzing the inner workings of Natural Language Processing (NLP) models. The book is intended to provide a snapshot of Explainable NLP, though the field continues to rapidly grow. The book is intended to be both readable by first-year M.Sc. students and interesting to an expert audience. The book opens by motivating a focus on providing a consistent taxonomy, pointing out inconsistencies and redundancies in previous taxonomies. It goes on to present (i) a taxonomy or framework for thinking about how approaches to explainable NLP relate to one another; (ii) brief surveys of each of the classes in the taxonomy, with a focus on methods that are relevant for NLP; and (iii) a discussion of the inherent limitations of some classes of methods, as well as how to best evaluate them. Finally, the book closes by providing a list of resources for further research on explainability.

Détails de l'édition

• Éditeur: Morgan & Claypool Publishers
• Date d'édition: 2021
• Langue: anglais
• ISBN 10: 163639213X
• ISBN 13: 9781636392134
• Reliure: Broché
• Nombre de pages: 118
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible