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Volumn 1, Issue , 2014, Pages 238-247

Don't count, predict! A systematic comparison of context-counting vs. context-predicting semantic vectors

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; FORECASTING;

EID: 84906930943     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/v1/p14-1023     Document Type: Conference Paper
Times cited : (1281)

References (46)
  • 1
    • 84858390207 scopus 로고    scopus 로고
    • A study on similarity and relatedness using distributional and wordnet-based approaches
    • Boulder, CO
    • Eneko Agirre, Enrique Alfonseca, Keith Hall, Jana Kravalova, Marius Pasça, and Aitor Soroa. 2009. A study on similarity and relatedness using distributional and WordNet-based approaches. In Proceedings of HLT-NAACL, pages 19-27, Boulder, CO.
    • (2009) Proceedings of HLT-NAACL , pp. 19-27
    • Agirre, E.1    Alfonseca, E.2    Hall, K.3    Kravalova, J.4    Pasça, M.5    Soroa, A.6
  • 3
    • 78650686637 scopus 로고    scopus 로고
    • Distributional memory: A general framework for corpus-based semantics
    • Marco Baroni and Alessandro Lenci. 2010. Distributional Memory: A general framework for corpus-based semantics. Computational Linguistics, 36(4):673-721.
    • (2010) Computational Linguistics , vol.36 , Issue.4 , pp. 673-721
    • Baroni, M.1    Lenci, A.2
  • 5
    • 77953151727 scopus 로고    scopus 로고
    • Strudel: A distributional semantic model based on properties and types
    • Marco Baroni, Eduard Barbu, Brian Murphy, and Massimo Poesio. 2010. Strudel: A distributional semantic model based on properties and types. Cognitive Science, 34(2):222-254.
    • (2010) Cognitive Science , vol.34 , Issue.2 , pp. 222-254
    • Baroni, M.1    Barbu, E.2    Murphy, B.3    Poesio, M.4
  • 7
    • 84870673011 scopus 로고    scopus 로고
    • A comparison of vector-based representations for semantic composition
    • Jeju Island, Korea
    • William Blacoe and Mirella Lapata. 2012. A comparison of vector-based representations for semantic composition. In Proceedings of EMNLP, pages 546-556, Jeju Island, Korea.
    • (2012) Proceedings of EMNLP , pp. 546-556
    • Blacoe, W.1    Lapata, M.2
  • 10
    • 34948854265 scopus 로고    scopus 로고
    • Extracting semantic representations from word co-occurrence statistics: A computational study
    • John Bullinaria and Joseph Levy. 2007. Extracting semantic representations from word co-occurrence statistics: A computational study. Behavior Research Methods, 39:510-526.
    • (2007) Behavior Research Methods , vol.39 , pp. 510-526
    • Bullinaria, J.1    Levy, J.2
  • 11
    • 84865654632 scopus 로고    scopus 로고
    • Extracting semantic representations from word co-occurrence statistics: Stop-lists, stemming and svd
    • John Bullinaria and Joseph Levy. 2012. Extracting semantic representations from word co-occurrence statistics: Stop-lists, stemming and SVD. Behavior Research Methods, 44:890-907.
    • (2012) Behavior Research Methods , vol.44 , pp. 890-907
    • Bullinaria, J.1    Levy, J.2
  • 13
    • 84927942005 scopus 로고    scopus 로고
    • Vector space models of lexical meaning
    • Shalom Lappin and Chris Fox, editors, 2nd ed. Blackwell, Malden, MA. In press;
    • Stephen Clark. 2013. Vector space models of lexical meaning. In Shalom Lappin and Chris Fox, editors, Handbook of Contemporary Semantics, 2nd ed. Blackwell, Malden, MA. In press; http://www.cl.cam.ac.uk/ ~sc609/pubs/sem- handbook.pdf.
    • (2013) Handbook of Contemporary Semantics
    • Clark, S.1
  • 14
    • 56449095373 scopus 로고    scopus 로고
    • A unified architecture for natural language processing: Deep neural networks with multitask learning
    • Helsinki, Finland
    • Ronan Collobert and Jason Weston. 2008. A unified architecture for natural language processing: Deep neural networks with multitask learning. In Proceedings of ICML, pages 160-167, Helsinki, Finland.
    • (2008) Proceedings of ICML , pp. 160-167
    • Collobert, R.1    Weston, J.2
  • 16
    • 84867298859 scopus 로고    scopus 로고
    • Vector space models of word meaning and phrase meaning: A survey
    • Katrin Erk. 2012. Vector space models of word meaning and phrase meaning: A survey. Language and Linguistics Compass, 6(10):635-653.
    • (2012) Language and Linguistics Compass , vol.6 , Issue.10 , pp. 635-653
    • Erk, K.1
  • 22
    • 84866033702 scopus 로고    scopus 로고
    • Large-scale learning of word relatedness with constraints
    • Guy Halawi, Gideon Dror, Evgeniy Gabrilovich, and Yehuda Koren. 2012. Large-scale learning of word relatedness with constraints. In Proceedings of KDD, pages 1406-1414.
    • (2012) Proceedings of KDD , pp. 1406-1414
    • Halawi, G.1    Dror, G.2    Gabrilovich, E.3    Koren, Y.4
  • 23
    • 80055055032 scopus 로고    scopus 로고
    • Semantic relatedness using salient semantic analysis
    • San Francisco, CA
    • Samer Hassan and Rada Mihalcea. 2011. Semantic relatedness using salient semantic analysis. In Proceedings of AAAI, pages 884-889, San Francisco, CA.
    • (2011) Proceedings of AAAI , pp. 884-889
    • Hassan, S.1    Mihalcea, R.2
  • 24
    • 84866865720 scopus 로고    scopus 로고
    • Bag- pack: A general framework to represent semantic relations
    • Athens, Greece
    • Amaç Herdaǧdelen and Marco Baroni. 2009. Bag- Pack: A general framework to represent semantic relations. In Proceedings of GEMS, pages 33-40, Athens, Greece.
    • (2009) Proceedings of GEMS , pp. 33-40
    • Herdaǧdelen, A.1    Baroni, M.2
  • 25
    • 84878180089 scopus 로고    scopus 로고
    • Improving word representations via global context and multiple word prototypes
    • Jeju Island, Korea
    • Eric Huang, Richard Socher, Christopher Manning, and Andrew Ng. 2012. Improving word representations via global context and multiple word prototypes. In Proceedings of ACL, pages 873-882, Jeju Island, Korea.
    • (2012) Proceedings of ACL , pp. 873-882
    • Huang, E.1    Socher, R.2    Manning, C.3    Ng, A.4
  • 26
    • 0038163983 scopus 로고    scopus 로고
    • Technical Report 02-017, University of Minnesota Department of Computer Science
    • George Karypis. 2003. CLUTO: A clustering toolkit. Technical Report 02-017, University of Minnesota Department of Computer Science.
    • (2003) CLUTO: A Clustering Toolkit
    • Karypis, G.1
  • 28
    • 0000600219 scopus 로고    scopus 로고
    • A solution to plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge
    • Thomas Landauer and Susan Dumais. 1997. A solution to Plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge. Psychological Review, 104(2):211-240.
    • (1997) Psychological Review , vol.104 , Issue.2 , pp. 211-240
    • Landauer, T.1    Dumais, S.2
  • 29
    • 0001093042 scopus 로고    scopus 로고
    • Algorithms for non-negative matrix factorization
    • Daniel Lee and Sebastian Seung. 2000. Algorithms for Non-negative Matrix Factorization. In Proceedings of NIPS, pages 556-562.
    • (2000) Proceedings of NIPS , pp. 556-562
    • Lee, D.1    Seung, S.2
  • 30
    • 35548969471 scopus 로고    scopus 로고
    • Projected gradient methods for nonnegative matrix factorization
    • Chih-Jen Lin. 2007. Projected gradient methods for Nonnegative Matrix Factorization. Neural Computation, 19(10):2756-2779.
    • (2007) Neural Computation , vol.19 , Issue.10 , pp. 2756-2779
    • Lin, C.1
  • 31
    • 0001515708 scopus 로고    scopus 로고
    • Modeling the influence of thematic fit (and other constraints) in on-line sentence comprehension
    • Ken McRae, Michael Spivey-Knowlton, and Michael Tanenhaus. 1998. Modeling the influence of thematic fit (and other constraints) in on-line sentence comprehension. Journal of Memory and Language, 38:283-312.
    • (1998) Journal of Memory and Language , vol.38 , pp. 283-312
    • McRae, K.1    Spivey-Knowlton, M.2    Tanenhaus, M.3
  • 34
    • 84898956512 scopus 로고    scopus 로고
    • Distributed representations of words and phrases and their compositionality
    • Lake Tahoe, Nevada
    • Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, and Jeff Dean. 2013c. Distributed representations of words and phrases and their compositionality. In Proceedings of NIPS, pages 3111-3119, Lake Tahoe, Nevada.
    • (2013) Proceedings of NIPS , pp. 3111-3119
    • Mikolov, T.1    Sutskever, I.2    Chen, K.3    Corrado, G.4    Dean, J.5
  • 35
    • 84926179397 scopus 로고    scopus 로고
    • Linguistic regularities in continuous space word representations
    • Atlanta, Georgia
    • Tomas Mikolov, Wen-tau Yih, and Geoffrey Zweig. 2013d. Linguistic regularities in continuous space word representations. In Proceedings of NAACL, pages 746-751, Atlanta, Georgia.
    • (2013) Proceedings of NAACL , pp. 746-751
    • Mikolov, T.1    Yih, W.2    Zweig, G.3
  • 36
    • 84931059008 scopus 로고
    • Contextual correlates of semantic similarity
    • George Miller and Walter Charles. 1991. Contextual correlates of semantic similarity. Language and Cognitive Processes, 6(1):1-28.
    • (1991) Language and Cognitive Processes , vol.6 , Issue.1 , pp. 1-28
    • Miller, G.1    Charles, W.2
  • 37
    • 34347357484 scopus 로고    scopus 로고
    • Dependency-based construction of semantic space models
    • Sebastian Padó and Mirella Lapata. 2007. Dependency-based construction of semantic space models. Computational Linguistics, 33(2):161-199.
    • (2007) Computational Linguistics , vol.33 , Issue.2 , pp. 161-199
    • Padó, S.1    Lapata, M.2
  • 39
    • 80053401313 scopus 로고    scopus 로고
    • Unsupervised classification with dependency based word spaces
    • Athens, Greece
    • Klaus Rothenhäusler and Hinrich Schütze. 2009. Unsupervised classification with dependency based word spaces. In Proceedings of GEMS, pages 17-24, Athens, Greece.
    • (2009) Proceedings of GEMS , pp. 17-24
    • Rothenhäusler, K.1    Schütze, H.2
  • 41
    • 34347351294 scopus 로고    scopus 로고
    • Ph.D dissertation, Stockholm University
    • Magnus Sahlgren. 2006. The Word-Space Model. Ph.D dissertation, Stockholm University.
    • (2006) The Word-Space Model
    • Sahlgren, M.1
  • 42
    • 84870715081 scopus 로고    scopus 로고
    • Semantic compositionality through recursive matrix-vector spaces
    • Jeju Island, Korea
    • Richard Socher, Brody Huval, Christopher Manning, and Andrew Ng. 2012. Semantic compositionality through recursive matrix-vector spaces. In Proceedings of EMNLP, pages 1201-1211, Jeju Island, Korea.
    • (2012) Proceedings of EMNLP , pp. 1201-1211
    • Socher, R.1    Huval, B.2    Manning, C.3    Ng, A.4
  • 43
    • 84898938559 scopus 로고    scopus 로고
    • Zero-shot learning through cross-modal transfer
    • Lake Tahoe, Nevada
    • Richard Socher, Milind Ganjoo, Christopher Manning, and Andrew Ng. 2013. Zero-shot learning through cross-modal transfer. In Proceedings of NIPS, pages 935-943, Lake Tahoe, Nevada.
    • (2013) Proceedings of NIPS , pp. 935-943
    • Socher, R.1    Ganjoo, M.2    Manning, C.3    Ng, A.4
  • 44
    • 80053495924 scopus 로고    scopus 로고
    • Word representations: A simple and general method for semi-supervised learning
    • Uppsala, Sweden
    • Joseph Turian, Lev-Arie Ratinov, and Yoshua Bengio. 2010. Word representations: A simple and general method for semi-supervised learning. In Proceedings of ACL, pages 384-394, Uppsala, Sweden.
    • (2010) Proceedings of ACL , pp. 384-394
    • Turian, J.1    Ratinov, L.2    Bengio, Y.3
  • 45
    • 77952700189 scopus 로고    scopus 로고
    • From frequency to meaning: Vector space models of semantics
    • Peter Turney and Patrick Pantel. 2010. From frequency to meaning: Vector space models of semantics. Journal of Artificial Intelligence Research, 37:141-188.
    • (2010) Journal of Artificial Intelligence Research , vol.37 , pp. 141-188
    • Turney, P.1    Pantel, P.2
  • 46
    • 84866880930 scopus 로고    scopus 로고
    • Domain and function: A dualspace model of semantic relations and compositions
    • Peter Turney. 2012. Domain and function: A dualspace model of semantic relations and compositions. Journal of Artificial Intelligence Research, 44:533-585.
    • (2012) Journal of Artificial Intelligence Research , vol.44 , pp. 533-585
    • Turney, P.1


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