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181
Large-Scale Acquisition of Feature-Based Conceptual Representations from Textual Corpora
In: Proceedings of the Annual Meeting of the Cognitive Science Society ; The Annual Meeting of the Cognitive Science Society ; https://hal.archives-ouvertes.fr/hal-00507103 ; The Annual Meeting of the Cognitive Science Society, 2010, United States. 6 p (2010)
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182
Towards unrestricted, large-scale acquisition of feature-based conceptual representations from corpus data
In: ISSN: 1570-7075 ; EISSN: 1572-8706 ; Research on Language and Computation ; https://hal.archives-ouvertes.fr/hal-00605539 ; Research on Language and Computation, Springer Verlag, 2010, 7 (2-4), pp.137-170 (2010)
Abstract: International audience ; In recent years a number of methods have been proposed for the automatic acquisition of feature-based conceptual representations from text corpora. Such methods could offer valuable support for theoretical research on conceptual representation. However, existing methods do not target the full range of concept-relation-feature triples occurring in human-generated norms (e.g. flute produce sound) but rather focus on concept-feature pairs (e.g. flute - sound) or triples involving specific relations only (e.g. is-a or part-of relations). In this article we investigate the challenges that need to be met in both methodology and evaluation when moving towards the acquisition of more comprehensive conceptual representations from corpora. In particular, we investigate the usefulness of three types of knowledge in guiding the extraction process: encyclopedic, syntactic and semantic. We present first a semantic analysis of existing, human-generated feature production norms, which reveals information about co-occurring concept and feature classes. We introduce then a novel method for large-scale feature extraction which uses the class-based information to guide the acquisition process. The method involves extracting candidate triples consisting of concepts, relations and features (e.g. deer have antlers, flute produce sound) from corpus data parsed for grammatical dependencies, and re-weighting the triples on the basis of conditional probabilities calculated from our semantic analysis. We apply this method to an automatically parsed Wikipedia corpus which includes encyclopedic information and evaluate its accuracy using a number of different methods: direct evaluation against the McRae norms in terms of feature types and frequencies, human evaluation, and novel evaluation in terms of conceptual structure variables. Our investigation highlights a number of issues which require addressing in both methodology and evaluation when aiming to improve the accuracy of unconstrained feature extraction further.
Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing; [SCCO.COMP]Cognitive science/Computer science; [SCCO.LING]Cognitive science/Linguistics; [SHS.LANGUE]Humanities and Social Sciences/Linguistics
URL: https://hal.archives-ouvertes.fr/hal-00605539
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183
Investigating the cross-linguistic potential of VerbNet-style classification
In: Proceedings of CoLing ; CoLing 2010 ; https://hal.archives-ouvertes.fr/hal-00539036 ; CoLing 2010, 2010, Beijing, China, China. pp.94 (2010)
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184
Towards unrestricted, large-scale acquisition of feature-based conceptual representations from corpus data
In: Research on language and computation. - London : King's College 7 (2009) 2-4, 137-170
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OLC Linguistik
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185
LexSchem: A Large Subcategorization Lexicon for French Verbs
In: Proceedings of the Language Resources and Evaluation Conference (LREC) ; LREC 2008 ; https://hal.archives-ouvertes.fr/hal-00539025 ; LREC 2008, 2008, Marrakech, Morocco. pp.142 (2008)
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186
A large-scale classification of English verbs
In: Language resources and evaluation. - Dordrecht [u.a.] : Springer 42 (2008) 1, 21-40
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187
Introduction to the special issue on multiword expressions: Having a crack at a hard nut
In: Computer speech and language. - Amsterdam [u.a.] : Elsevier 19 (2005) 4, 365-377
OLC Linguistik
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188
Multiword expressions
Villavicencio, Aline (Hrsg.); Bond, Francis (Hrsg.); Korhonen, Anna (Hrsg.). - Amsterdam [u.a.] : Elsevier, 2005
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189
Subcategorization acquisition
Korhonen, Anna. - : University of Cambridge, Computer Laboratory, 2002
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190
Detecting verbal participation in diathesis alternations
McCarthy, Diana Frances; Korhonen, Anna. - : Association for Computational Linguistics, 1998
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191
Technologies and Tools for Lexical Acquisition
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