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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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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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Abstract:
Inferring the information structure of scientific documents has proved useful for supporting information access across scientific disciplines. Current approaches are largely supervised and expensive to port to new disciplines. We investigate primarily unsupervised discovery of information structure. We introduce a novel graphical model that can consider different types of prior knowledge about the task: within-document discourse patterns, cross-document sentence similarity information based on linguistic features, and prior knowledge about the correct classification of some of the input sentences when this information is available. We apply the model to Argumentative Zoning (AZ) scheme and evaluate it on a fully unsupervised learning scenario and two transduction scenarios where the categories of some test sentences are known. The model substantially outperforms similarity and topic model based clustering approaches as well as traditional transduction algorithms. TITLE AND ABSTRACT IN FINNISH Dokumentti- ja korpustason inferenssiin perustuva ohjaamattomankoneoppimisen tekniikka tieteellisen
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Keyword:
A; Approximate Inference. FINNISH KEYWORDS; Argumentative Zoning; Information structure; Rakenteen analyysi
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URL: http://aclweb.org/anthology/C/C12/C12-2097.pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.423.1715
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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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