Explainable Natural Language Processing by Anders S?gaard (English) Paperback Bo

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Explainable Natural Language Processing by Anders Søgaard

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 opens by motivating a focus on providing a consistent taxonomy, pointing out inconsistencies and redundancies in previous taxonomies.

FORMAT
Paperback LANGUAGE
English CONDITION
Brand New Publisher Description

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 . 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.

Table of Contents

Acknowledgments.- Introduction.- A Framework for Explainable NLP.- Local-Backward Explanations.- Global-Backward Explanations.- Local-Forward Explanations of Intermediate Representations.- Global-Forward Explanations of Intermediate Representations.- Local-Forward Explanations of Continuous Output.- Global-Forward Explanations of Continuous Output.- Local-Forward Explanations of Discrete Output.- Global-Forward Explanations of Discrete Output.- Evaluating Explanations.- Perspectives.- Resources.- Bibliography.- Author's Biography .

Details ISBN3031010523 Pages 107 Publisher Springer International Publishing AG Series Synthesis Lectures on Human Language Technologies Language English Year 2021 ISBN-10 3031010523 ISBN-13 9783031010521 Format Paperback Publication Date 2021-09-21 DOI 10.1007/978-3-031-02180-0 Imprint Springer International Publishing AG Place of Publication Cham Country of Publication Switzerland Translated from English UK Release Date 2021-09-21 Illustrations XV, 107 p. Author Anders Søgaard Alternative 9783031001918 Country of Origin NL Product Class Description Computing: Professional & Programming Audience Professional & Vocational
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