Explainable Natural Language Processing is popular PDF and ePub book, written by Anders Søgaard in 2021-09-22, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Explainable Natural Language Processing can be Read Online from any device for your convenience.
Explainable Natural Language Processing Book PDF Summary
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.
Detail Book of Explainable Natural Language Processing PDF
- Author : Anders Søgaard
- Release : 22 September 2021
- Publisher : Morgan & Claypool Publishers
- ISBN : 9781636392141
- Genre : Computers
- Total Page : 123 pages
- Language : English
- PDF File Size : 8,9 Mb
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