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Semantic Data Set Construction from Human Clustering and Spatial Arrangement
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In: Computational Linguistics, Vol 47, Iss 1, Pp 69-116 (2021) (2021)
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Parameter Space Factorization for Zero-Shot Learning across Tasks and Languages
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In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 410-428 (2021) (2021)
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Multi-SimLex: A Large-Scale Evaluation of Multilingual and Crosslingual Lexical Semantic Similarity
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In: Computational Linguistics, Vol 46, Iss 4, Pp 847-897 (2020) (2020)
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Improving Multi-Modal Representations Using Image Dispersion: Why Less is Sometimes More
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In: http://aclweb.org/anthology/P/P14/P14-2135.pdf (2014)
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Author manuscript, published in "COLING 2012, Mumbai: India (2012)" Multi-way Tensor Factorization for Unsupervised Lexical Acquisition
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In: http://hal.inria.fr/docs/00/78/37/11/PDF/VandeCruysEtAl2012Multi.pdf (2013)
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Abstract:
This paper introduces a novel method for joint unsupervised aquisition of verb subcategorization frame (SCF) and selectional preference (SP) information. Treating SCF and SP induction as a multi-way co-occurrence problem, we use multi-way tensor factorization to cluster frequent verbs from a large corpus according to their syntactic and semantic behaviour. The method extends previous tensor factorization approaches by predicting whether a syntactic argument is likely to occur with a verb lemma (SCF) as well as which lexical items are likely to occur in the argument slot (SP), and integrates a variety of lexical and syntactic features, including co-occurrence information on grammatical relations not explicitly represented in the SCFs. The SCF lexicon that emerges from the clusters achieves an F-score of 68.7 against a gold standard, while the SP model achieves an accuracy of 77.8 in a novel evaluation that considers all of a verb’s arguments simultaneously. TITLE AND ABSTRACT IN FRENCH Factorisation de tenseurs à plusieurs dimensions pour l’acquisition lexicale non supervisée
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URL: http://hal.inria.fr/docs/00/78/37/11/PDF/VandeCruysEtAl2012Multi.pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.382.6716
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Learning syntactic verb frames using graphical models
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In: http://www.cl.cam.ac.uk/~do242/Papers/acl12_verb_frames.pdf (2012)
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Author manuscript, published in "Empirical Methods in Natural Language Processing, France (2011)" Latent Vector Weighting for Word Meaning in Context
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In: http://halshs.archives-ouvertes.fr/docs/00/66/64/75/PDF/D11-1094_3_.pdf (2012)
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Statistical metaphor processing
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In: http://wing.comp.nus.edu.sg/~antho/J/J13/J13-2003.pdf (2012)
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Learning syntactic verb frames using graphical models
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In: http://www.aclweb.org/anthology-new/P/P12/P12-1044.pdf (2012)
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Multi-way tensor factorization for unsupervised lexical acquisition
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In: http://aclweb.org/anthology/C/C12/C12-1165.pdf (2012)
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Document and corpus level inference for unsupervised and transductive learning of information structure of scientic documents
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In: http://aclweb.org/anthology/C/C12/C12-2097.pdf (2012)
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Exploring variation across biomedical subdomains
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In: http://www.cl.cam.ac.uk/~do242/Papers/coling10_domain_final.pdf (2010)
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Investigating the cross-linguistic potential of VerbNet-style classification
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In: http://halshs.archives-ouvertes.fr/docs/00/53/90/36/PDF/report-camera-ready.pdf (2010)
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Exploring variation across biomedical subdomains
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In: http://aclweb.org/anthology/C/C10/C10-1078.pdf (2010)
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LexSchem: A large subcategorization lexicon for French verbs
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In: http://lipn.univ-paris13.fr/~messiant/publications/messiant-lrec08.pdf (2008)
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A large-scale classification of English verbs
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In: http://verbs.colorado.edu/~kipper/Papers/lrec-journal.pdf (2008)
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The choice of features for classification of verbs in biomedical texts
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In: http://www.aclweb.org/anthology-new/C/C08/C08-1057.pdf (2008)
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Verb class discovery from rich syntactic data
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In: http://www.cl.cam.ac.uk/users/alk23/cicling-08.pdf (2008)
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Verb class discovery from rich syntactic data
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In: http://www.cl.cam.ac.uk/%7Els418/works/cicling08.pdf (2008)
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Automatic classification of verbs in biomedical texts
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In: http://www.cl.cam.ac.uk/users/alk23/korhonen-acl-06.pdf (2006)
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