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Theoretical Issues in Natural Language Processing

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Release : 2018-10-24
Genre : Psychology
Kind : eBook
Book Rating : 554/5 ( reviews)

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Book Synopsis Theoretical Issues in Natural Language Processing by : Yorick Wilks

Download or read book Theoretical Issues in Natural Language Processing written by Yorick Wilks. This book was released on 2018-10-24. Available in PDF, EPUB and Kindle. Book excerpt: Accompanying continued industrial production and sales of artificial intelligence and expert systems is the risk that difficult and resistant theoretical problems and issues will be ignored. The participants at the Third Tinlap Workshop, whose contributions are contained in Theoretical Issues in Natural Language Processing, remove that risk. They discuss and promote theoretical research on natural language processing, examinations of solutions to current problems, development of new theories, and representations of published literature on the subject. Discussions among these theoreticians in artificial intelligence, logic, psychology, philosophy, and linguistics draw a comprehensive, up-to-date picture of the natural language processing field.

Foundational Issues in Natural Language Processing

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Release : 1991
Genre : Computers
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Book Synopsis Foundational Issues in Natural Language Processing by : Peter Sells

Download or read book Foundational Issues in Natural Language Processing written by Peter Sells. This book was released on 1991. Available in PDF, EPUB and Kindle. Book excerpt: Four separate essays address the complex and difficult connections among grammatical theory, mathematical linguistics, and the operation of real natural-language-processing systems, both human and electronic.William Rounds, Avarind Joshi, Janet Fodor, and Robert Berwick are leading scholars in the multidisciplinary field of natural language processing. In four separate essays they address the complex and difficult connections among grammatical theory, mathematical linguistics, and the operation of real natural-language-processing systems, both human and electronic. The editors' substantial introduction details the progress and problems involved in attempts to relate these four areas of research. William Rounds discusses the relevance of complexity results to linguistics and computational linguistics, providing useful caveats about how results might be misinterpreted and pointing out promising avenues of future research. Avarind Joshi (with K. Vijay-Shanker and David Weir) surveys results showing the equivalence of several different grammatical formalisms, all of which are mildly context-sensitive, with special attention to variants of tree adjoining grammar. Janet Fodor discusses how psycholinguistic results can bear on the choice among competing grammatical theories, surveying a number of recent experiments and their relevance to issues in grammatical theory. Robert Berwick considers the relationship between issues in linguistic theory and the construction of computational parsing systems, in particular the question of what it means to implement a theory of grammar in a computational system. He argues for the advantages of a principle-based approach over a rule-based one, and surveys several recent parsing systems based on the theory of government and binding.

Theoretical issues in natural language processing

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Release : 1987
Genre :
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Book Synopsis Theoretical issues in natural language processing by : TINLAP.

Download or read book Theoretical issues in natural language processing written by TINLAP.. This book was released on 1987. Available in PDF, EPUB and Kindle. Book excerpt:

Embeddings in Natural Language Processing

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Release : 2020-11-13
Genre : Computers
Kind : eBook
Book Rating : 226/5 ( reviews)

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Book Synopsis Embeddings in Natural Language Processing by : Mohammad Taher Pilehvar

Download or read book Embeddings in Natural Language Processing written by Mohammad Taher Pilehvar. This book was released on 2020-11-13. Available in PDF, EPUB and Kindle. Book excerpt: Embeddings have undoubtedly been one of the most influential research areas in Natural Language Processing (NLP). Encoding information into a low-dimensional vector representation, which is easily integrable in modern machine learning models, has played a central role in the development of NLP. Embedding techniques initially focused on words, but the attention soon started to shift to other forms: from graph structures, such as knowledge bases, to other types of textual content, such as sentences and documents. This book provides a high-level synthesis of the main embedding techniques in NLP, in the broad sense. The book starts by explaining conventional word vector space models and word embeddings (e.g., Word2Vec and GloVe) and then moves to other types of embeddings, such as word sense, sentence and document, and graph embeddings. The book also provides an overview of recent developments in contextualized representations (e.g., ELMo and BERT) and explains their potential in NLP. Throughout the book, the reader can find both essential information for understanding a certain topic from scratch and a broad overview of the most successful techniques developed in the literature.

Theoretical Issues in Natural Language Processing

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Release : 1975
Genre : Artificial intelligence
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Book Synopsis Theoretical Issues in Natural Language Processing by : Roger C. Schank

Download or read book Theoretical Issues in Natural Language Processing written by Roger C. Schank. This book was released on 1975. Available in PDF, EPUB and Kindle. Book excerpt:

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