Predictability of distributional semantics in derivational word formation

COLING 2016 - 26th International Conference on Computational Linguistics, Proceedings of COLING 2016: Technical Papers

Volumn , Issue , 2016, Pages 1285-1296

  Padó, Sebastian ^a   Herbelot, Aurélie ^b   Kisselew, Max ^a   Snajder, Jan ^c  

^a UNIVERSITY OF STUTTGART   (Germany)

^b UNIVERSITY OF TRENTO   (Italy)

^c UNIVERSITY OF ZAGREB   (Croatia)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; REGRESSION ANALYSIS;

ARGUMENT STRUCTURES; DISTRIBUTIONAL SEMANTIC MODELS; DISTRIBUTIONAL SEMANTICS; EMPIRICAL INVESTIGATION; LARGE DATASET; LINEAR REGRESSION MODELS; PART OF SPEECH; WORD FORMATIONS;

SEMANTICS;

EID: 85021630611     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (40)

1. Harald R. Baayen, Richard Piepenbrock, and Leon Gulikers. 1996. The CELEX lexical database. Release 2. LDC96L14. Linguistic Data Consortium, University of Pennsylvania, Philadelphia, PA.
2. Harald Baayen. 2008. Analyzing Linguistic Data. Cambridge University Press.
3. Marco Baroni and Roberto Zamparelli. 2010. Nouns are vectors, adjectives are matrices: Representing adjective-noun constructions in semantic space. In Proceedings of EMNLP, pages 1183-1193, Cambridge, MA, USA.
4. Marco Baroni, Raffaela Bernardi, and Roberto Zamparelli. 2014. Frege in Space: A Program for Compositional Distributional Semantics. LiLT (Linguistic Issues in Language Technology), 9:5-110.
5. Bernd Bohnet. 2010. Very High Accuracy and Fast Dependency Parsing is not a Contradiction. In Proceedings of COLING, pages 89-97, Beijing, China.
6. Eve V. Clark and Herbert H. Clark. 1979. When Nouns Surface as Verbs. Language, 55:767-811.
7. Herbert H Clark. 1973. The Language-as-Fixed-Effect Fallacy: A Critique of Language Statistics in Psychological Research. Journal of verbal learning and verbal behavior, 12(4):335-359.
8. Bob Coecke, Mehrnoosh Sadrzadeh, and Stephen Clark. 2010. Mathematical Foundations for a Compositional Distributional Model of Meaning. Linguistic Analysis, 36:345-386.
9. Thomas G. Dietterich. 2000. Ensemble methods in machine learning. In International workshop on multiple classifier systems, pages 1-15. Springer.
10. Georgiana Dinu, Nghia The Pham, and Marco Baroni. 2013. DISSECT - Distributional SEmantics Composition Toolkit. In Proceedings of ACL, pages 31-36, Sofia, Bulgaria.
11. Wolfgang Dressier. 2005. Word-Formation in Natural Morphology. In Pavol Stekauer and Rochelle Lieber, editors, Handbook of Word-Formation, pages 267-284. Springer.
12. Katrin Erk and Sebastian Padó. 2008. A Structured Vector Space Model for Word Meaning in Context. In Proceedings of EMNLP, pages 897-906, Honolulu, HI, USA.
13. Gertrud Faaß and Kerstin Eckart. 2013. SdeWaC - A Corpus of Parsable Sentences from the Web. In Language Processing and Knowledge in the Web, Lecture Notes in Computer Science. Springer.
14. Rebecca Green, Bonnie J Dorr, and Philip Resnik. 2004. Inducing Frame Semantic Verb Classes from WordNet and LDOCE. In Proceedings of ACL, pages 375-382, Barcelona, Spain.
15. Jane Grimshaw. 1990. Argument Structure. MIT Press, Cambridge.
16. Ulrike Grömping. 2012. Estimators of Relative Importance in Linear Regression Based on Variance Decomposition. The American Statistician, 61(2): 139-147.
17. Nizar Habash and Bonnie Dorr. 2003. A Categorial Variation Database for English. In Proceedings of NAACL, pages 17-23, Edmonton, Canada.
18. Jennifer Hay. 2003. Causes and Consequences of Word Structure. Routledge.
19. Karl Moritz Hermann and Phil Blunsom. 2014. Multilingual Models for Compositional Distributed Semantics. In Proceedings of ACL, pages 58-68, Baltimore, Maryland, USA.
20. Ryan Kiros, Yukun Zhu, Ruslan R Salakhutdinov, Richard Zemel, Raquel Urtasun, Antonio Torralba, and Sanja Fidler. 2015. Skip-Thought Vectors. In Proceedings of NIPS, pages 3294-3302, Montreal, Canada.
21. Max Kisselew, Sebastian Padó, Alexis Palmer, and Jan Snajder. 2015. Obtaining a Better Understanding of Distributional Models of German Derivational Morphology. In Proceedings of IWCS, pages 58-63, London, UK.
22. Brenda Laca. 2001. Derivation. In Martin Haspelmath, Ekkehard König, Wulf Oesterreicher, and Wolfgang Raible, editors, Language Typology and Language Universals: An International Handbook, Volume 1, pages 1214-1227. Walter de Gruyter, Berlin.
23. Angeliki Lazaridou, Marco Marelli, Roberto Zamparelli, and Marco Baroni. 2013. Compositionally Derived Representations of Morphologically Complex Words in Distributional Semantics. In Proceedings of ACL, pages 1517-1526, Sofia, Bulgaria.
24. Andrea Lechler and Antje Roßdeutscher. 2009. German Particle Verbs with "auf". Reconstructing their Composition in a DRT-based Framework. Linguistische Berichte, 220:439-478.
25. Adrienne Lehrer. 2009. Prefixes in English Word Formation. Folia Linguistica, 21(1-2): 133-138.
26. Richard H. Lindeman, Peter F. Merenda, and Ruth Z. Gold. 1980. Introduction to Bivariate and Multivariate Analysis. Scott Foresman, Glenview, IL, USA.
27. Thang Luong, Richard Socher, and Christopher D. Manning. 2013. Better Word Representations with Recursive Neural Networks for Morphology. In Proceedings of CoNLL, pages 104-113, Sofia, Bulgaria.
28. Marco Marelli, Simona Amenta, and Davide Crepaldi. 2015. Semantic transparency in free stems: The effect of orthography-semantics consistency on word recognition. The Quarterly Journal of Experimental Psychology, 68(8).
29. Tomas Mikolov, Wen-Tau Yih, and Geoffrey Zweig. 2013. Linguistic Regularities in Continuous Space Word Representations. In Proceedings of HLT-NAACL, pages 746-751, Atlanta, GA, USA.
30. Jeff Mitchell and Mirella Lapata. 2010. Composition in Distributional Models of Semantics. Cognitive Science, 34(8): 1388-1429.
31. Sebastian Padó, Jan Šnajder, and Britta Zeller. 2013. Derivational Smoothing for Syntactic Distributional Semantics. In Proceedings of ACL, pages 731-735, Sofia, Bulgaria.
32. Ingo Plag. 2003. Word-Formation in English. Cambridge University Press, Cambridge.
33. Frans Plank. 1981. Morphologische (Ir-)Regularitäten. Aspekte der Wortstrukturtheorie. Narr, Tübingen.
34. Helmut Schmid. 1994. Probabilistic Part-of-Speech Tagging Using Decision Trees. In Proceedings of NeMLaP, Manchester, UK.
35. Richard Socher, Alex Perelygin, Jean Y Wu, Jason Chuang, Christopher D Manning, Andrew Y Ng, and Christopher Potts. 2013. Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank. In Proceedings of EMNLP, pages 1631-1642, Melbourne, Australia.
36. Mihai Surdeanu and Christopher D. Manning. 2010. Ensemble Models for Dependency Parsing: Cheap and Good? In Proceedings of NAACL, pages 649-652, Los Angeles, California.
37. Idan Szpektor and Ido Dagan. 2008. Learning Entailment Rules for Unary Templates. In Proceedings of COLING, pages 849-856, Manchester, UK.
38. Peter D Turney and Patrick Pantel. 2010. From Frequency to Meaning: Vector Space Models of Semantics. Journal of Artificial Intelligence Research, 37(1): 141-188.
39. Eva Maria Vecchi, Marco Baroni, and Roberto Zamparelli. 2011. (Linear) Maps of the Impossible: Capturing Semantic Anomalies in Distributional Space. In Proceedings of the Workshop on Distributional Semantics and Compositionality, pages 1-9, Portland, Oregon, USA.
40. Britta Zeller, Jan Šnajder, and Sebastian Padó. 2013. DErivBase: Inducing and Evaluating a Derivational Morphology Resource for German. In Proceedings of ACL, pages 1201-1211, Sofia, Bulgaria.