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Explainable Natural Language Processing
Engelsk
Bogcover for Explainable Natural Language Processing af Anders Søgaard, 9783031010521
Specifikationer
Sprog:
Engelsk
Sider:
107
ISBN-13:
9783031010521
Indbinding:
Paperback
ISBN-10:
3031010523
Udg. Dato:
21 sep 2021
Størrelse i cm:
23,5 x 19,1
Oplagsdato:
21 sep 2021
Forfatter(e):

Explainable Natural Language Processing

Engelsk
Paperback 2021
Format:

Bog beskrivelse
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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Specifikationer
Sprog:
Engelsk
Sider:
107
ISBN-13:
9783031010521
Indbinding:
Paperback
ISBN-10:
3031010523
Udg. Dato:
21 sep 2021
Størrelse i cm:
23,5 x 19,1
Oplagsdato:
21 sep 2021
Forfatter(e):
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