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Wir sind gerne für Sie daThis 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.
Produkteigenschaften
- Artikelnummer: 9783031010521
- Medium: Buch
- ISBN: 978-3-031-01052-1
- Verlag: Springer
- Erscheinungstermin: 21.09.2021
- Sprache(n): Englisch
- Auflage: Erscheinungsjahr 2021
- Serie: Synthesis Lectures on Human Language Technologies
- Produktform: Kartoniert, Paperback
- Gewicht: 248 g
- Seiten: 107
- Format (B x H x T): 191 x 235 x 8 mm
- Ausgabetyp: Kein, Unbekannt