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Memory-Based Learning (MBL), one of the most influential machine learning paradigms, has been applied with great success to a variety of NLP tasks. This monograph describes the application of MBL to robust parsing. Robust parsing using MBL can provide added functionality for key NLP applications, such as Information Retrieval, Information Extraction, and Question Answering, by facilitating more complex syntactic analysis than is currently available. The text presupposes no prior knowledge of MBL. It provides a comprehensive introduction to the framework and goes on to describe and compare appl

Computational linguistics. --- Parsing (Computer grammar)

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Computational linguistics. --- Parsing (Computer grammar)

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The book features the findings of computational linguistics research on the automatic decoding of referential relations in Polish texts. The author presents a specific definition of coreference, constructs a representative corpus of coreference using texts from the National Corpus of Polish, implements systems for detecting mentions and coreferences, and evaluates them, achieving results comparable with systems of this kind for other languages.

Computational linguistics. --- Parsing (Computer grammar) --- Polish language.

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Computational linguistics --- Data mining --- Parsing (Computer grammar)

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This book is the first dedicated to linguistic parsing - the processing of natural language according to the rules of a formal grammar - in the Minimalist Program. While Minimalism has been at the forefront of generative grammar for several decades, it often remains inaccessible to computer scientists and others in adjacent fields. This volume makes connections with standard computational architectures, provides efficient implementations of some fundamentalminimalist accounts of syntax, explores implementations of recent theoretical proposals, and explores correlations between posited structures and measures of neural activity during human language comprehension. These studies will appeal to graduate students and researchers in formal syntax, computationallinguistics, psycholinguistics, and computer science.

Grammar --- Mathematical linguistics --- Grammar, Comparative and general --- Parsing --- Parsing (Grammar) --- Syntax --- Linguistics --- Philology