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Explainable Natural Language Processing

Af: Anders Søgaard Engelsk Paperback

Explainable Natural Language Processing

Af: Anders Søgaard Engelsk Paperback
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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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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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Produktdetaljer
Sprog: Engelsk
Sider: 107
ISBN-13: 9783031010521
Indbinding: Paperback
Udgave:
ISBN-10: 3031010523
Kategori: Naturligt sprog og maskinoversættelse
Udg. Dato: 21 sep 2021
Længde: 0mm
Bredde: 191mm
Højde: 235mm
Forlag: Springer International Publishing AG
Oplagsdato: 21 sep 2021
Forfatter(e): Anders Søgaard
Forfatter(e) Anders Søgaard

Kategori Naturligt sprog og maskinoversættelse

ISBN-13 9783031010521

Sprog Engelsk

Indbinding Paperback

Sider 107

Udgave

Længde 0mm

Bredde 191mm

Højde 235mm

Udg. Dato 21 sep 2021

Oplagsdato 21 sep 2021

Forlag Springer International Publishing AG

Kategori sammenhænge