Type-supervised domain adaptation for joint segmentation and POS-tagging

14th Conference of the European Chapter of the Association for Computational Linguistics 2014, EACL 2014

Volumn , Issue , 2014, Pages 588-597

  Zhang, Meishan ^a   Zhang, Yue ^b   Che, Wanxiang ^a   Liu, Ting ^a  

^a HARBIN INSTITUTE OF TECHNOLOGY   (China)

^b SINGAPORE UNIVERSITY OF TECHNOLOGY AND DESIGN   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

COST EFFECTIVENESS; NATURAL LANGUAGE PROCESSING SYSTEMS;

CHINESE SEGMENTATION; CHINESE WORD SEGMENTATION; DOMAIN ADAPTATION; DOMAIN SPECIFIC; EMPIRICAL INVESTIGATION; JOINT SEGMENTATION; LABEL PROPAGATION; SEMI-SUPERVISED;

COMPUTATIONAL LINGUISTICS;

EID: 84905683143     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/v1/e14-1062     Document Type: Conference Paper

References (36)

1. Michele Banko and Robert C. Moore. 2004. Part-ofspeech tagging in context. In COLING.
2. John Blitzer, Ryan McDonald, and Fernando Pereira. 2006. Domain adaptation with structural correspondence learning. In Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing, pages 120-128, Sydney, Australia, July. Association for Computational Linguistics.
3. Christos Christodoulopoulos, Sharon Goldwater, and Mark Steedman. 2010. Two decades of unsupervised POS induction: How far have we come? In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pages 575-584, Cambridge, MA, October. Association for Computational Linguistics.
4. Michael Collins and Brian Roark. 2004. Incremental parsing with the perceptron algorithm. In Proceedings of the 42nd Meeting of the Association for Computational Linguistics (ACL'04), Main Volume, pages 111-118, Barcelona, Spain, July.
5. Wenyuan Dai, Gui-Rong Xue, Qiang Yang, and Yong Yu. 2007. Transferring Naive Bayes Classifiers for Text Classification. In AAAI, pages 540-545.
6. Dipanjan Das and Slav Petrov. 2011. Unsupervised part-of-speech tagging with bilingual graphbased projections. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, pages 600-609, Portland, Oregon, USA, June. Association for Computational Linguistics.
7. Hal Daume III. 2007. Frustratingly easy domain adaptation. In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics, pages 256-263, Prague, Czech Republic, June. Association for Computational Linguistics.
8. Zhendong Dong and Qiang Dong. 2006. Hownet And the Computation of Meaning. World Scientific Publishing Co., Inc., River Edge, NJ, USA.
9. Dan Garrette and Jason Baldridge. 2012. Typesupervised hidden markov models for part-of-speech tagging with incomplete tag dictionaries. In EMNLP-CoNLL, pages 821-831.
10. Dan Garrette and Jason Baldridge. 2013. Learning a part-of-speech tagger from two hours of annotation. In Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pages 138-147, Atlanta, Georgia, June. Association for Computational Linguistics.
11. Dan Garrette, Jason Mielens, and Jason Baldridge. 2013. Real-world semi-supervised learning of postaggers for low-resource languages. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 583-592, Sofia, Bulgaria, August. Association for Computational Linguistics.
12. Yoav Goldberg, Meni Adler, and Michael Elhadad. 2008. EM can find pretty good HMM POS-taggers (when given a good start). In Proceedings of ACL- 08: HLT, pages 746-754, Columbus, Ohio, June. Association for Computational Linguistics.
13. Sharon Goldwater and Tom Griffiths. 2007. A fully bayesian approach to unsupervised part-of-speech tagging. In Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics, pages 744-751, Prague, Czech Republic, June. Association for Computational Linguistics.
14. Jun Hatori, Takuya Matsuzaki, Yusuke Miyao, and Jun'ichi Tsujii. 2012. Incremental joint approach to word segmentation, pos tagging, and dependency parsing in chinese. In Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 1045- 1053, Jeju Island, Korea, July. Association for Computational Linguistics.
15. Canasai Kruengkrai, Kiyotaka Uchimoto, Jun'ichi Kazama, YiouWang, Kentaro Torisawa, and Hitoshi Isahara. 2009. An error-driven word-character hybrid model for joint chinese word segmentation and pos tagging. In Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP, pages 513-521, Suntec, Singapore, August. Association for Computational Linguistics.
16. Yang Liu and Yue Zhang. 2012. Unsupervised domain adaptation for joint segmentation and POS-tagging. In Proceedings of COLING 2012: Posters, pages 745-754, Mumbai, India, December. The COLING 2012 Organizing Committee.
17. Jin Kiat Low, Hwee Tou Ng, and Wenyuan Guo. 2005. A maximum entropy approach to chinese word segmentation. In Proceedings of the Fourth SIGHAN Workshop on Chinese Language Processing, pages 161-164.
18. Christopher D. Manning. 2011. Part-of-speech tagging from 97% to 100%: is it time for some linguistics? In Proceeding of CICLing'11.
19. Bernard Merialdo. 1994. Tagging english text with a probabilistic model. Computational Linguistics, 20(2).
20. Hwee Tou Ng and Jin Kiat Low. 2004. Chinese partof- speech tagging: One-At-A-time or all-At-once? word-based or character-based? In Dekang Lin and Dekai Wu, editors, Proceedings of EMNLP 2004, pages 277-284, Barcelona, Spain, July. Association for Computational Linguistics.
21. Fuchun Peng, Fangfang Feng, and Andrew McCallum. 2004. Chinese segmentation and new word detection using conditional random fields. In Proceedings of Coling 2004, pages 562-568, Geneva, Switzerland, Aug 23-Aug 27. COLING.
22. Slav Petrov, Dipanjan Das, and Ryan McDonald. 2012. A universal part-of-speech tagset. In Proceedings of LREC, May.
23. Rajat Raina, Alexis Battle, Honglak Lee, Benjamin Packer, and Andrew Y. Ng. 2007. Self-taught learning: Transfer learning from unlabeled data. In ICML, pages 759-766.
24. Sujith Ravi and Kevin Knight. 2009. Minimized models for unsupervised part-of-speech tagging. In ACL/IJCNLP, pages 504-512.
25. Amarnag Subramanya, Slav Petrov, and Fernando Pereira. 2010. Efficient graph-based semisupervised learning of structured tagging models. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pages 167-176, Cambridge, MA, October. Association for Computational Linguistics.
26. Weiwei Sun. 2011. A stacked sub-word model for joint chinese word segmentation and part-of-speech tagging. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, pages 1385- 1394, Portland, Oregon, USA, June. Association for Computational Linguistics.
27. Oscar Tackstrom, Dipanjan Das, Slav Petrov, McDonald Ryan, and Joakim Nivre. 2013. Token and type constraints for cross-lingual part-of-speech tagging. In Transactions of the ACL. Association for Computational Linguistics, March.
28. Partha Pratim Talukdar and Koby Crammer. 2009. New regularized algorithms for transductive learning. In ECML/PKDD (2), pages 442-457.
29. Kristina Toutanova and Mark Johnson. 2007. A bayesian lda-based model for semi-supervised partof- speech tagging. In NIPS.
30. Yiou Wang, Jun'ichi Kazama, Yoshimasa Tsuruoka, Wenliang Chen, Yujie Zhang, and Kentaro Torisawa. 2011. Improving chinese word segmentation and pos tagging with semi-supervised methods using large auto-Analyzed data. In Proceedings of 5th International Joint Conference on Natural Language Processing, pages 309-317, Chiang Mai, Thailand, November. Asian Federation of Natural Language Processing.
31. Nianwen Xue, Fei Xia, Shizhe Huang, and Tony Kroch. 2000. The bracketing guidelines for the chinese treebank. Technical report, University of Pennsylvania.
32. Nianwen Xue, Fei Xia, Fu-Dong Chiou, and Martha Palmer. 2005. The penn chinese treebank: Phrase structure annotation of a large corpus. Natural Language Engineering, 11(2):207-238.
33. Xiaodong Zeng, Derek F.Wong, Lidia S. Chao, and Isabel Trancoso. 2013. Graph-based semi-supervised model for joint chinese word segmentation and partof- speech tagging. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 770- 779, Sofia, Bulgaria, August. Association for Computational Linguistics.
34. Yue Zhang and Stephen Clark. 2008. Joint word segmentation and POS tagging using a single perceptron. In Proceedings of ACL-08: HLT, pages 888- 896, Columbus, Ohio, June. Association for Computational Linguistics.
35. Yue Zhang and Stephen Clark. 2010. A fast decoder for joint word segmentation and POS-tagging using a single discriminative model. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pages 843-852, Cambridge, MA, October. Association for Computational Linguistics.
36. Yue Zhang and Stephen Clark. 2011. Syntactic processing using the generalized perceptron and beam search. Computational Linguistics, 37(1):105-151.