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  1. Foundations of Statistical Natural Language Processing.Christopher Manning & Hinrich Schutze - 1999 - MIT Press.
    Statistical approaches to processing natural language text have become dominant in recent years. This foundational text is the first comprehensive introduction to statistical natural language processing to appear. The book contains all the theory and algorithms needed for building NLP tools. It provides broad but rigorous coverage of mathematical and linguistic foundations, as well as detailed discussion of statistical methods, allowing students and researchers to construct their own implementations. The book covers collocation finding, word sense disambiguation, probabilistic parsing, information retrieval, (...)
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  • Distributional Information: A Powerful Cue for Acquiring Syntactic Categories.Martin Redington, Nick Chater & Steven Finch - 1998 - Cognitive Science 22 (4):425-469.
    Many theorists have dismissed a priori the idea that distributional information could play a significant role in syntactic category acquisition. We demonstrate empirically that such information provides a powerful cue to syntactic category membership, which can be exploited by a variety of simple, psychologically plausible mechanisms. We present a range of results using a large corpus of child‐directed speech and explore their psychological implications. While our results show that a considerable amount of information concerning the syntactic categories can be obtained (...)
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  • From the Lexicon to Expectations About Kinds: A Role for Associative Learning.Eliana Colunga & Linda B. Smith - 2005 - Psychological Review 112 (2):347-382.
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  • Lectures on Government and Binding. The Pisa Lectures.Noam Chomsky - 1986 - Journal of Symbolic Logic 51 (1):238-240.
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  • Frequent frames as a cue for grammatical categories in child directed speech.Toben H. Mintz - 2003 - Cognition 90 (1):91-117.
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  • Words and rules.Steven Pinker - 1999
    The vast expressive power of language is made possible by two principles: the arbitrary soundmeaning pairing underlying words, and the discrete combinatorial system underlying grammar. These principles implicate distinct cognitive mechanisms: associative memory and symbolmanipulating rules. The distinction may be seen in the difference between regular inflection (e.g., walk-walked), which is productive and open-ended and hence implicates a rule, and irregular inflection (e.g., come-came, which is idiosyncratic and closed and hence implicates individually memorized words. Nonetheless, two very different theories have (...)
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  • Modeling the Developmental Patterning of Finiteness Marking in English, Dutch, German, and Spanish Using MOSAIC.Daniel Freudenthal, Julian M. Pine, Javier Aguado-Orea & Fernand Gobet - 2007 - Cognitive Science 31 (2):311-341.
    In this study, we apply MOSAIC (model of syntax acquisition in children) to the simulation of the developmental patterning of children's optional infinitive (OI) errors in 4 languages: English, Dutch, German, and Spanish. MOSAIC, which has already simulated this phenomenon in Dutch and English, now implements a learning mechanism that better reflects the theoretical assumptions underlying it, as well as a chunking mechanism that results in frequent phrases being treated as 1 unit. Using 1, identical model that learns from child‐directed (...)
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  • The differential role of phonological and distributional cues in grammatical categorisation.Padraic Monaghan, Nick Chater & Morten H. Christiansen - 2005 - Cognition 96 (2):143-182.
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