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Explainable Natural Language Processing
Engelsk Paperback

Explainable Natural Language Processing

Engelsk Paperback

524 kr
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23 - 25 hverdage

Om denne bog
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.
Product detaljer
Sprog:
Engelsk
Sider:
107
ISBN-13:
9783031010521
Indbinding:
Paperback
Udgave:
ISBN-10:
3031010523
Udg. Dato:
21 sep 2021
Længde:
0mm
Bredde:
191mm
Højde:
235mm
Forlag:
Springer International Publishing AG
Oplagsdato:
21 sep 2021
Forfatter(e):
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