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portada Explainable Natural Language Processing
Type
Physical Book
Author
Publisher
Language
English
Pages
107
Format
Paperback
Dimensions
23.5 x 19.1 x 0.7 cm
Weight
0.23 kg.
ISBN13
9783031010521
Edition No.
1
Categories

Explainable Natural Language Processing

Anders Søgaard (Author) · Springer · Paperback

Explainable Natural Language Processing - Søgaard, Anders

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Synopsis "Explainable Natural Language Processing"

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.

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