Explainable Natural Language Processing (Synthesis Lectures on Human Language Technologies)
Author: Anders Søgaard
Publisher finelybook 出版社: Morgan & Claypool Publishers (22 Sept. 2021)
Language 语言: English
Print Length 页数: 118 pages
ISBN-10: 1636392156
ISBN-13: 9781636392158
Book 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 Author: first-year M.Sc. students and interesting to an expert audience. The book opens Author: 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 Author: providing a list of resources for further research on explainability.
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