Learning a part-of-speech tagger from two hours of annotation

NAACL HLT 2013 - 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Main Conference

Volumn , Issue , 2013, Pages 138-147

  Garrette, Dan ^a   Baldridge, Jason ^b  

^a University of Texas at Austin   (United States)

^b UNIVERSITY OF TEXAS AT AUSTIN   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; INDUSTRIAL PLANTS; NATURAL LANGUAGE PROCESSING SYSTEMS;

FREQUENCY INFORMATION; HIDDEN-MARKOV MODELS; PART-OF-SPEECH TAGGER; PART-OF-SPEECH TAGS; REDUCING NOISE; TRAINING DATA; WEAKLY SUPERVISED LEARNING;

HIDDEN MARKOV MODELS;

EID: 84905700252     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (19)

1. Michele Banko and Robert C. Moore. 2004. Part-ofspeech tagging in context. In Proceedings of COLING, Geneva, Switzerland.
2. Stanley F. Chen and Joshua Goodman. 1996. An empirical study of smoothing techniques for language modeling. In Proceedings of ACL, Santa Cruz, California, USA.
3. Silviu Cucerzan and David Yarowsky. 2002. Bootstrapping a multilingual part-of-speech tagger in one person-day. In Proceedings of CoNLL, Taipei, Taiwan.
4. Dipanjan Das and Slav Petrov. 2011. Unsupervised partof-speech tagging with bilingual graph-based projections. In Proceedings of ACL-HLT, Portland, Oregon, USA.
5. Weiwei Ding. 2011. Weakly supervised part-of-speech tagging for Chinese using label propagation. Master's thesis, University of Texas at Austin.
6. Dan Garrette and Jason Baldridge. 2012. Typesupervised hidden Markov models for part-of-speech tagging with incomplete tag dictionaries. In Proceedings of EMNLP, Jeju, Korea.
7. Yoav Goldberg, Meni Adler, and Michael Elhadad. 2008. EM can find pretty good HMM POS-taggers (when given a good start). In Proceedings ACL.
8. Kazi Saidul Hasan and Vincent Ng. 2009. Weakly supervised part-of-speech tagging for morphologically-rich, resource-scarce languages. In Proceedings of EACL, Athens, Greece.
9. Julian Kupiec. 1992. Robust part-of-speech tagging using a hidden Markov model. Computer Speech & Language, 6(3).
10. Shen Li, Jõao Graca, and Ben Taskar. 2012. Wiki-ly supervised part-of-speech tagging. In Proceedings of EMNLP, Jeju Island, Korea.
11. Christopher D. Manning. 2011. Part-of-speech tagging from 97% to 100%: Is it time for some linguistics? In Proceedings of CICLing.
12. Mitchell P. Marcus, Beatrice Santorini, and Mary Ann Marcinkiewicz. 1993. Building a large annotated corpus of English: The Penn Treebank. Computational Linguistics, 19(2).
13. Bernard Merialdo. 1994. Tagging English text with a probabilistic model. Computational Linguistics, 20(2).
14. Sujith Ravi and Kevin Knight. 2009. Minimized models for unsupervised part-of-speech tagging. In Proceedings of ACL-AFNLP.
15. Sujith Ravi, Ashish Vaswani, Kevin Knight, and David Chiang. 2010. Fast, greedy model minimization for unsupervised tagging. In Proceedings of COLING.
16. Amarnag Subramanya, Slav Petrov, and Fernando Pereira. 2010. Efficient graph-based semi-supervised learning of structured tagging models. In Proceedings EMNLP, Cambridge, MA.
17. Oscar Täckström, Dipanjan Das, Slav Petrov, Ryan Mc-Donald, and Joakim Nivre. 2013. Token and type constraints for cross-lingual part-of-speech tagging. In Transactions of the ACL. Association for Computational Linguistics.
18. Partha Pratim Talukdar and Koby Crammer. 2009. New regularized algorithms for transductive learning. In Proceedings of ECML-PKDD, Bled, Slovenia.
19. Kristina Toutanova and Mark Johnson. 2008. A Bayesian LDA-based model for semi-supervised partof-speech tagging. In Proceedings of NIPS