Explainable Natural Language Processing
Häftad, Engelska, 2021
879 kr
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Fri frakt för medlemmar vid köp för minst 249 kr.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.
Produktinformation
- Utgivningsdatum2021-09-21
- Mått191 x 235 x undefined mm
- FormatHäftad
- SpråkEngelska
- SerieSynthesis Lectures on Human Language Technologies
- Antal sidor107
- FörlagSpringer International Publishing AG
- ISBN9783031010521
- OriginaltitelExplainable Natural Language Processing