Unsupervised part-of-speech tagging with bilingual graph-based projections

ACL-HLT 2011 - Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies

Volumn 1, Issue , 2011, Pages 600-609

  Das, Dipanjan ^a   Petrov, Slav ^b  

^a CARNEGIE MELLON UNIVERSITY   (United States)

^b GOOGLE INC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CROSS-LINGUAL; EUROPEAN LANGUAGES; EXPECTATION-MAXIMIZATION ALGORITHMS; GRAPH-BASED; KNOWLEDGE TRANSFER; LABEL PROPAGATION; LABELED TRAINING DATA; PART OF SPEECH TAGGING; PART-OF-SPEECH TAGGER; RESOURCE-RICH; TARGET LANGUAGE;

HIDDEN MARKOV MODELS; KNOWLEDGE MANAGEMENT;

COMPUTATIONAL LINGUISTICS;

EID: 84859090981     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (28)

1. Hiyan Alshawi, Srinivas Bangalore, and Shona Douglas. 2000. Head-transducer models for speech translation and their automatic acquisition from bilingual data. Machine Translation, 15.
2. Yasemin Altun, David McAllester, and Mikhail Belkin. 2005. Maximum margin semi-supervised learning for structured variables. In Proc. of NIPS.
3. Taylor Berg-Kirkpatrick, Alexandre B. Côté, John DeNero, and Dan Klein. 2010. Painless unsupervised learning with features. In Proc. of NAACL-HLT.
4. Thorsten Brants. 2000. TnT - a statistical part-of-speech tagger. In Proc. of ANLP.
5. Peter F. Brown, Vincent J. Della Pietra, Stephen A. Della Pietra, and Robert L. Mercer. 1993. The mathematics of statistical machine translation: parameter estimation. Computational Linguistics, 19.
6. Sabine Buchholz and Erwin Marsi. 2006. CoNLL-X shared task on multilingual dependency parsing. In Proc. of CoNLL.
7. Andrew Carnie. 2002. Syntax: A Generative Introduction (Introducing Linguistics). Blackwell Publishing.
8. Christos Christodoulopoulos, Sharon Goldwater, and Mark Steedman. 2010. Two decades of unsupervised POS induction: How far have we come? In Proc. Of EMNLP.
9. Arthur P. Dempster, Nan M. Laird, and Donald B. Rubin. 1977. Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society, Series B, 39.
10. Kuzman Ganchev, Jennifer Gillenwater, and Ben Taskar. 2009. Dependency grammar induction via bitext projection constraints. In Proc. of ACL-IJCNLP.
11. Mark Johnson. 2007. Why doesn't EM find good HMM POS-taggers? In Proc. of EMNLP-CoNLL.
12. Philipp Koehn. 2005. Europarl: A parallel corpus for statistical machine translation. In MT Summit
13. Dong C. Liu and Jorge Nocedal. 1989. On the limited memory BFGS method for large scale optimization. Mathematical Programming, 45.
14. Mitchell P. Marcus, Mary Ann Marcinkiewicz, and Beatrice Santorini. 1993. Building a large annotated corpus of English: the Penn treebank. Computational Linguistics, 19.
15. Tahira Naseem, Benjamin Snyder, Jacob Eisenstein, and Regina Barzilay. 2009. Multilingual part-of-speech tagging: Two unsupervised approaches. JAIR, 36.
16. Tahira Naseem, Harr Chen, Regina Barzilay, and Mark Johnson. 2010. Using universal linguistic knowledge to guide grammar induction. In Proc. of EMNLP.
17. Frederick J. Newmeyer. 2005. Possible and Probable Languages: A Generative Perspective on Linguistic Typology. Oxford University Press.
18. Joakim Nivre, Johan Hall, Sandra Kübler, Ryan McDonald, Jens Nilsson, Sebastian Riedel, and Deniz Yuret. 2007. The CoNLL 2007 shared task on dependency parsing. In Proceedings of CoNLL.
19. Slav Petrov, Dipanjan Das, and Ryan McDonald. 2011. A universal part-of-speech tagset. ArXiv:1104.2086.
20. Sujith Ravi and Kevin Knight. 2009. Minimized models for unsupervised part-of-speech tagging. In Proc. Of ACL-IJCNLP.
21. Libin Shen, Giorgio Satta, and Aravind Joshi. 2007. Guided learning for bidirectional sequence classification. In Proc. of ACL.
22. Benjamin Snyder, Tahira Naseem, and Regina Barzilay. 2009. Unsupervised multilingual grammar induction. In Proc. of ACL-IJCNLP.
23. Amar Subramanya, Slav Petrov, and Fernando Pereira. 2010. Efficient graph-based semi-supervised learning of structured tagging models. In Proc. of EMNLP.
24. UN. 2006. ODS UN parallel corpus.
25. Stephan Vogel, Hermann Ney, and Christoph Tillmann. 1996. HMM-based word alignment in statistical translation. In Proc. of COLING.
26. Chenhai Xi and Rebecca Hwa. 2005. A backoff model for bootstrapping resources for non-English languages. In Proc. of HLT-EMNLP.
27. David Yarowsky and Grace Ngai. 2001. Inducing multilingual POS taggers and NP bracketers via robust projection across aligned corpora. In Proc. of NAACL.
28. Xiaojin Zhu, Zoubin Ghahramani, and John D. Lafferty. 2003. Semi-supervised learning using gaussian fields and harmonic functions. In Proc. of ICML.