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Pre-Owned Synthesis Lectures o...This book presents a taxonomy framework and survey of methods relevant to expl... 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... more
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Synthesis Lectures on Human La...This book introduces Chinese language-processing issues and techniques to read... This book introduces Chinese language-processing issues and techniques to readers who already have a basic background in natural language processing (NLP). Since the major difference between Chinese and Western languages is at the word level the... more
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Synthesis Lectures on Human La...Many NLP tasks have at their core a subtask of extracting the dependencies--wh... Many NLP tasks have at their core a subtask of extracting the dependencies--who did what to whom--from natural language sentences. This task can be understood as the inverse of the problem solved in different ways by diverse human languages namely... more
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Synthesis Lectures on Human La...Natural language processing (NLP) went through a profound transformation in th... Natural language processing (NLP) went through a profound transformation in the mid-1980s when it shifted to make heavy use of corpora and data-driven techniques to analyze language. Since then the use of statistical techniques in NLP has evolved in... more
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Synthesis Lectures on Human La...This book presents a taxonomy framework and survey of methods relevant to expl... 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... more
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Synthesis Lectures on Human La...This book introduces basic supervised learning algorithms applicable to natura... This book introduces basic supervised learning algorithms applicable to natural language processing (NLP) and shows how the performance of these algorithms can often be improved by exploiting the marginal distribution of large amounts of unlabeled... more
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