Low resource dependency parsing: Cross-lingual parameter sharing in a neural network parser

ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference

Volumn 2, Issue , 2015, Pages 845-850

  Duong, Long ^a,b   Cohn, Trevor ^a   Bird, Steven ^a   Cook, Paul ^c  

^a UNIVERSITY OF MELBOURNE   (Australia)

^b CSIRO   (Australia)

^c UNIVERSITY OF NEW BRUNSWICK   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; LEARNING SYSTEMS; LINGUISTICS;

DEPENDENCY PARSER; LEARNING METHODS; LEARNING PROCESS; PARAMETER SHARING; RESOURCE DEPENDENCIES; SHARED STRUCTURES; SOURCE LANGUAGE; SUPERVISED METHODS;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 84944032881     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/v1/p15-2139     Document Type: Conference Paper

References (21)

1. Alena Böhmová, Jan Hajič, Eva Hajičová, and Barbora Hladká. 2001. The Prague Dependency Treebank: A Three-Level Annotation Scenario. In Anne Abeillé, editor, Treebanks: Building and Using Syntactically Annotated Corpora, pages 103-127. Kluwer Academic Publishers
2. Razvan C. Bunescu and Raymond J. Mooney. 2005. A shortest path dependency kernel for relation extraction. In Proceedings of the Conference on Human Language Technology and Empirical Methods in Natural Language Processing, HLT '05, pages 724-731, Stroudsburg, PA, USA. ACL
3. Danqi Chen and Christopher Manning. 2014. A fast and accurate dependency parser using neural networks. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 740-750, Doha, Qatar. ACL
4. Hang Cui, Renxu Sun, Keya Li, Min-Yen Kan, and Tat-Seng Chua. 2005. Question answering passage retrieval using dependency relations. In Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR '05, pages 400-407, New York, NY, USA. ACM
5. Long Duong, Trevor Cohn, Karin Verspoor, Steven Bird, and Paul Cook. 2014. What can we get from 1000 tokens? a case study of multilingual pos tagging for resource-poor languages. In Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 886-897, Doha, Qatar. ACL
6. Andrew Garrett, Clare Sandy, Erik Maier, Line Mikkelsen, and Patrick Davidson. 2013. Developing the Karuk Treebank. Fieldwork Forum, Department of Linguistics, UC Berkeley
7. Rebecca Hwa, Philip Resnik, Amy Weinberg, Clara Cabezas, and Okan Kolak. 2005. Bootstrapping parsers via syntactic projection across parallel texts. Natural Language Engineering, 11:311-325
8. Philipp Koehn. 2005. Europarl: A Parallel Corpus for Statistical Machine Translation. In Proceedings of the Tenth Machine Translation Summit (MT Summit X), pages 79-86, Phuket, Thailand
9. Xuezhe Ma and Fei Xia. 2014. Unsupervised dependency parsing with transferring distribution via parallel guidance and entropy regularization. In Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 1337-1348. Association for Computational Linguistics
10. Ryan McDonald, Koby Crammer, and Fernando Pereira. 2005. Online large-margin training of dependency parsers. In Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics, ACL '05, pages 91-98, Stroudsburg, PA, USA. ACL
11. Ryan McDonald, Slav Petrov, and Keith Hall. 2011. Multi-source transfer of delexicalized dependency parsers. In Proceedings of the Conference on Empirical Methods in Natural Language Processing, EMNLP '11, pages 62-72
12. Ryan McDonald, Joakim Nivre, Yvonne Quirmbach-Brundage, Yoav Goldberg, Dipanjan Das, Kuzman Ganchev, Keith Hall, Slav Petrov, Hao Zhang, Oscar Täckström, Claudia Bedini, Núria Bertomeu Castelló, and Jungmee Lee. 2013. Universal dependency annotation for multilingual parsing. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 92-97, Sofia, Bulgaria. ACL
13. Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S. Corrado, and Jeff Dean. 2013. Distributed representations of words and phrases and their compositionality. In C.j.c. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K.q. Weinberger, editors, Advances in Neural Information Processing Systems 26, pages 3111-3119
14. Joakim Nivre, Cristina Bosco, Jinho Choi, Marie-Catherine de Marneffe, Timothy Dozat, Richárd Farkas, Jennifer Foster, Filip Ginter, Yoav Goldberg, Jan Hajič, Jenna Kanerva, Veronika Laippala, Alessandro Lenci, Teresa Lynn, Christopher Manning, Ryan McDonald, Anna Missilä, Simonetta Montemagni, Slav Petrov, Sampo Pyysalo, Natalia Silveira, Maria Simi, Aaron Smith, Reut Tsarfaty, Veronika Vincze, and Daniel Zeman. 2015. Universal dependencies 1.0
15. Joakim Nivre. 2006. Inductive Dependency Parsing (Text, Speech and Language Technology). Springer-Verlag New York, Inc., Secaucus, NJ, USA
16. Levent Özgür and Tunga Güngör. 2010. Text classification with the support of pruned dependency patterns. Pattern Recognition Letters, 31(12):1598-1607
17. Slav Petrov, Dipanjan Das, and Ryan McDonald. 2012. A universal part-of-speech tagset. In Proceedings of the Eighth International Conference on Language Resources and Evaluation (LREC'12), Istanbul, Turkey
18. Raivis Skadiņš, Jörg Tiedemann, Roberts Rozis, and Daiga Deksne. 2014. Billions of parallel words for free: Building and using the eu bookshop corpus. In Proceedings of the 9th International Conference on Language Resources and Evaluation (LREC-2014), Reykjavik, Iceland. European Language Resources Association (ELRA)
19. Oscar Täckström, Ryan McDonald, and Joakim Nivre. 2013. Target language adaptation of discriminative transfer parsers. In Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pages 1061-1071, Atlanta, Georgia. ACL
20. Peng Xu, Jaeho Kang, Michael Ringgaard, and Franz Och. 2009. Using a dependency parser to improve smt for subject-object-verb languages. In Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, pages 245-253, Boulder, Colorado. ACL
21. Daniel Zeman, Univerzita Karlova, and Philip Resnik. 2008. Cross-language parser adaptation between related languages. In In IJCNLP-08Workshop on NLP for Less Privileged Languages, pages 35-42