Description: Distributional semantics develops theories and methods to represent the meaning of natural language expressions, with vectors encoding their statistical distribution in linguistic contexts. It is at once a theoretical model to express meaning, a practical methodology to construct semantic representations, a computational framework for acquiring meaning from language data, and a cognitive hypothesis about the role of language usage in shaping meaning. This book aims to build a common understanding of the theoretical and methodological foundations of distributional semantics. Beginning with its historical origins, the text exemplifies how the distributional approach is implemented in distributional semantic models. The main types of computational models, including modern deep learning ones, are described and evaluated, demonstrating how various types of semantic issues are addressed by those models. Open problems and challenges are also analyzed. Students and researchers in natural language processing, artificial intelligence, and cognitive science will appreciate this book.
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EAN: 9781107004290
UPC: 9781107004290
ISBN: 9781107004290
MPN: N/A
Book Title: Distributional Semantics (Studies in Natural Langu
Item Weight: 0.83 kg
Number of Pages: 452 Pages
Publication Name: Distributional Semantics
Language: English
Publisher: Cambridge University Press
Subject: Natural Language Processing
Publication Year: 2023
Item Height: 1.2 in
Type: Textbook
Author: Magnus Sahlgren, Alessandro Lenci
Subject Area: Computers
Item Length: 9.3 in
Series: Studies in Natural Language Processing Ser.
Item Width: 6.2 in
Format: Hardcover
