A multi-domainWeb-based algorithm for POS tagging of unknown words

Coling 2010 - 23rd International Conference on Computational Linguistics, Proceedings of the Conference

Volumn 2, Issue , 2010, Pages 1274-1282

  Umansky Pesin, Shulamit ^a   Reichart, Roi ^a   Rappoport, Ari ^a  

^a HEBREW UNIVERSITY OF JERUSALEM   (Israel)

Author keywords

[No Author keywords available]

Indexed keywords

DOMAIN ADAPTATION; ERROR REDUCTION; MULTI DOMAINS; POS TAGGERS; POS TAGGING; TRAINING DATA;

COMPUTATIONAL LINGUISTICS; USER INTERFACES;

ALGORITHMS;

EID: 80053404364     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (31)

1. Blitzer, John, Ryan McDonald, and Fernando Pereira, 2006. Domain adaptation with structural correspondence learning. EMNLP'06.
2. Brants, Sabine, Stefanie Dipper, Silvia Hansen, Wolfgang Lezius and George Smith, 2002. The TIGER Treebank. Proceedings of the Workshop on Treebanks and Linguistic Theories.
3. Brants, Thorsten, 1997. The NEGRA Export Format. CLAUS Report, Saarland University.
4. Brants, Thorsten, 2000. Tnt: a statistical part-ofspeech tagger. In The Sixth Conference on Applied Natural Language Processing.
5. Burnard, Lou, 2000. The British National Corpus User Reference Guide. Technical Report, Oxford University.
6. Chen, Qing, Mu Li, and Ming Zhou. 2007. Improving query spelling correction using web search results. In EMNLP-CoNLL'07.
7. Chklovski, Timothy and Patrick Pantel. 2004. Verbocean: Mining the web for fine-grained semantic verb relations. EMNLP'04.
8. Clark, Stephen, James Curran and Miles Osborne. 2003. Bootstrapping POS-taggers using unlabeled data. CoNLL'03.
9. Collins, Michael. 2002. Discriminative training methods for hidden markov models: theory and experiments with perceptron algorithms. EMNLP'02.
10. Daume III, Hal. 2007. Frustratingly easy domain adaptation. ACL'07.
11. Davidov, Dmitry, Ari Rappoport, and Moshe Koppel. 2007. Fully unsupervised discovery of conceptspecific relationships by web mining. ACL'07.
12. Huihsin, Tseng, Daniel Jurafsky, and Christopher Manning. 2005. Morphological features help pos tagging of unknown words across language varieties. The Fourth SIGHAN Workshop on Chinese Language Processing.
13. Jin-Dong Kim, Tomoko Ohta, Yuka Teteisi and Jun'ichi Tsujii, 2003. GENIA corpus - a semantically annotated corpus for bio-textmining. Bioinformatics, 19:i180-i182, Oxford University Press, 2003. (Pubitemid 41185616)
14. Lafferty, John D., Andrew McCallum, and Fernando C. N. Pereira. 2001. Conditional random fields: Probabilistic models for segmenting and labeling sequence data. The Eighteenth International Conference on Machine Learning.
15. Keller, Frank, Mirella Lapata, and Olga Ourioupina. 2002. Using theWeb to Overcome Data Sparseness. EMNLP'02.
16. Keller, Frank, Mirella Lapata. 2003.. Computational Linguistics, 29(3):459-484.
17. Lease, Matthew and Eugene Charniak. 2005. Parsing Biomedical Literature. Proceedings of the Second International Joint Conference on Natural Language Processing..
18. Manning Chris and Hinrich Schuetze. 1999. Foundations of Statistical Natural Language Processing. MIT Press..
19. Marcus, Mitchell P., Beatrice Santorini, and Mary Ann Marcinkiewicz. 1993. Building a large annotated corpus of english: The penn treebank. Computational Linguistics, 19(2):313-330.
20. McClosky, David, Eugene Charniak, and Mark Johnson, 2006a. Effective self-training for parsing. HLT-NAACL'06.
21. Nakagawa, Tetsuji and Yuji Matsumoto. 2006. Guessing parts-of-speech of unknown words using global information. ACL-COLING'06.
22. PennBioIE. 2005. Mining the Bibliome Project.. http://bioie.ldc.upenn. edu.
23. Qiu, Likun, Changjian Hu and Kai Zhao. 2008. A method for automatic POS guessing of Chinese unknown words. COLING'08.
24. Ratnaparkhi, Adwait. 1996. A maximum entropy model for part-of-speech tagging. EMNLP'96.
25. Reichart, Roi and Ari Rappoport. 2007. Self-Training for Enhancement and Domain Adaptation of Statistical Parsers Trained on Small Datasets. ACL'07.
26. Reynolds, Sheila M. and Jeff A. Bilmes. 2005. Partof- speech tagging using virtual evidence and negative training. EMNLP'06.
27. Szpektor, Idan, Hristo Tanev, Ido Dagan, and Bonaventura Coppola. 2004. Scaling web-based acquisition of entailment relations. EMNLP'04.
28. Toutanova, Kristina and Christopher D. Manning. 2000. Enriching the knowledge sources used in a maximum entropy part-of-speech tagger. EMNLP'00.
29. Toutanova, Kristina, Dan Klein, Christopher D. Manning, and Yoram Singer. 2003. Feature-rich part-ofspeech tagging with a cyclic dependency network. NAACL'03.
30. Vadas, David and James R. Curran. 2005. Tagging unknown words with raw text features. Australasian Language Technology Workshop 2005.
31. Nianwen Xue, Fu-Dong Chiou and Martha Palmer, 2002. Building a large-scale annotated Chinese corpus. ACL'02.