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Cognitive aspects of computational language acquisition
Villavicencio, Aline [Herausgeber]; Poibeau, Thierry [Herausgeber]; Korhonen, Anna [Herausgeber]. - 2013
DNB Subject Category Language
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2
Cognitive Aspects of Computational Language Acquisition
Villavicencio, Aline Herausgeber]. - Berlin, Heidelberg : Springer Berlin Heidelberg, 2013
DNB Subject Category Language
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3
Cognitive Aspects of Computational Language Acquisition
Villavicencio, Aline; Poibeau, Thierry; Korhonen, Anna. - Berlin, Heidelberg : Springer Berlin Heidelberg, 2013
UB Frankfurt Linguistik
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4
Tools and procedures for the acquisition of morphological and syntactic information from corpora
In: Wörterbücher. Dictionaries. Dictionnaires: Ein internationales Handbuch zur Lexikographie. An International Encyclopedia of Lexicography. Encyclopédie international de lexicographie (HSK 5.4) (2013), 1405-1415
IDS OBELEX meta
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5
Cognitive Aspects of Computational Language Acquisition
Villavicencio, Aline; Poibeau, Thierry; Korhonen, Anna. - : HAL CCSD, 2013. : Springer, 2013
In: https://hal.archives-ouvertes.fr/hal-00783282 ; Springer, pp.330, 2013, 978-3-642-31863-4 (2013)
BASE
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6
A Tensor-based Factorization Model of Semantic Compositionality
In: Proceedings of the Conference of the North American Chapter of the Association of Computational Linguistics (HTL-NAACL) ; Conference of the North American Chapter of the Association of Computational Linguistics (HTL-NAACL) ; https://hal.archives-ouvertes.fr/hal-00997334 ; Conference of the North American Chapter of the Association of Computational Linguistics (HTL-NAACL), Jun 2013, Atlanta, United States. pp.1142-1151 (2013)
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7
Computational Modeling as a Methodology for Studying Human Language Learning
In: Cognitive Aspects of Computational Language Acquisition ; https://hal.archives-ouvertes.fr/hal-00783285 ; A. Villavicencio, T. Poibeau, A. Korhonen and A. Alishahi. Cognitive Aspects of Computational Language Acquisition, Springer, pp.1-26, 2013, Theory and Applications of Natural Language Processing, 978-3-642-31863-4 (2013)
BASE
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8
Active learning-based information structure analysis of full scientific articles and two applications for biomedical literature review
Guo, Yufan; Silins, Ilona; Stenius, Ulla. - : Oxford University Press, 2013
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9
Automatic induction of verb classes using clustering
Sun, Lin. - : University of Cambridge, 2013. : Faculty of Computer Science and Technology, 2013. : Computer Laboratory, 2013
Abstract: Verb classifications have attracted a great deal of interest in both linguistics and natural language processing (NLP). They have proved useful for important tasks and applications, including e.g. computational lexicography, parsing, word sense disambiguation, semantic role labelling, information extraction, question-answering, and machine translation (Swier and Stevenson, 2004; Dang, 2004; Shi and Mihalcea, 2005; Kipper et al., 2008; Zapirain et al., 2008; Rios et al., 2011). Particularly useful are classes which capture generalizations about a range of linguistic properties (e.g. lexical, (morpho-)syntactic, semantic), such as those proposed by Beth Levin (1993). However, full exploitation of such classes in real-world tasks has been limited because no comprehensive or domain-specific lexical classification is available. This thesis investigates how Levin-style lexical semantic classes could be learned automatically from corpus data. Automatic acquisition is cost-effective when it involves either no or minimal supervision and it can be applied to any domain of interest where adequate corpus data is available. We improve on earlier work on automatic verb clustering. We introduce new features and new clustering methods to improve the accuracy and coverage. We evaluate our methods and features on well-established cross-domain datasets in English, on a specific domain of English (the biomedical) and on another language (French), reporting promising results. Finally, our task-based evaluation demonstrates that the automatically acquired lexical classes enable new approaches to some NLP tasks (e.g. metaphor identification) and help to improve the accuracy of existing ones (e.g. argumentative zoning). ; This work was supported by a Dorothy Hodgkin PhD Scholarship.
Keyword: Langauge acquisition; Lexical semantics; Unsupervised learning; Verb classification; Verb clustering
URL: http://www.dspace.cam.ac.uk/handle/1810/244714
https://www.repository.cam.ac.uk/handle/1810/244714
https://doi.org/10.17863/CAM.16379
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