MWU-aware part-of-speech tagging with a CRF model and lexical resources

Workshop on Multiword Expressions: From Parsing and Generation to the Real World, MWE 2011 at the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, ACL-HLT 2011 - Proceedings

Volumn , Issue , 2011, Pages 49-56

  Constant, Matthieu ^a   Sigogne, Anthony ^a  

^a UNIVERSITÉ PARIS EST   (France)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; NATURAL LANGUAGE PROCESSING SYSTEMS;

FINITE-STATE; LANGUAGE INDEPENDENTS; LEXICAL ANALYSIS; LEXICAL RESOURCES; MULTIWORD UNITS; PART OF SPEECH TAGGING; PART-OF-SPEECH TAGGER; PART-OF-SPEECH TAGS; PARTS-OF-SPEECH TAGGING; RANDOM FIELD MODEL;

RANDOM PROCESSES;

EID: 85053456382     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (32)

1. A. Abeillé, L. Clément and F. Toussenel. 2003. Building a treebank for French. in A. Abeillé (ed), Treebanks, Kluwer, Dordrecht.
2. T. Brants. 2000. TnT - A Statistical Part-of-Speech Tagger. In Proceedings of the Sixth Applied Natural Language Processing Conference (ANLP 2000), 224-231.
3. H. Caseli, C. Ramisch, M. das Graas Volpe Nunes, A. Villavicencio. 2010. Alignment-based extraction of multiword expressions. Language Resources and Evaluation, Springer, vol. 44(1), 59-77.
4. M. Constant, I. Tellier, D. Duchier, Y. Dupont, A. Sigogne, S. Billot. 2011. Intégrer des connaissances linguistiques dans un CRF: application à l'apprentissage d'un segmenteur-étiqueteur du français. In Actes de la Conférence sur le traitement automatique des langues naturelles (TALN'11).
5. M. Constant and P. Watrin. 2007. Networking Multiword Units. In Proceedings of the 6th International Conference on Natural Language Processing (GoTAL'08), Lecture Notes in Artificial Intelligence, Springer-Verlag, vol. 5221: 120-125.
6. A. Copestake, F. Lambeau, A. Villavicencio, F. Bond, T. Baldwin, I. A. Sag and D. Flickinger. 2002. Multiword expressions: linguistic precision and reusability. In Proceedings of the Third conference on Language Resources and Evaluation (LREC' 02), 1941-1947.
7. B. Courtois. 1990. Un système de dictionnaires électroniques pour les mots simples du français. Langue Française, vol. 87: 1941-1947.
8. B. Courtois, M. Garrigues, G. Gross, M. Gross, R. Jung, M. Mathieu-Colas, A. Monceaux, A. Poncet- Montange, M. Silberztein, R. Vivés. 1990. Dictionnaire électronique DELAC: les mots composés binaires. Technical report, LADL, University Paris 7, vol. 56.
9. B. Crabbé and M. -H. Candito. 2008. Expériences d'analyse syntaxique statistique du franais. In Proceedings of Traitement des Langues Naturelles (TALN 2008).
10. P. Denis et B. Sagot. 2009. Coupling an annotated corpus and a morphosyntactic lexicon for state-of-the-art POS tagging with less human effort. In Proceedings of the 23rd Pacific Asia Conference on Language, Information and Computation (PACLIC 2009).
11. G. Dias. 2003. Multiword Unit Hybrid Extraction. In proceedings of the Workshop on Multiword Expressions of the 41st Annual Meeting of the Association of Computational Linguistics (ACL 2003), 41-49.
12. J. Giménez and L. Márquez. 2004. SVMTool: A general POS tagger generator based on Support Vector Machines. In Proceedings of the 4th International Conference on Language Resources and Evaluation (LREC'04).
13. M. Gross. 2007. The construction of local grammars. In E. Roche and Y. Schabes (eds.). Finite-State Language Processing. The MIT Press, Cambridge, Mass. 329-352
14. L. Karttunen. 2001. Applications of Finite-State Transducers in Natural Language Processing. In proceedings of the 5th International Conference on Implementation and Application of Automata (CIAA 2000). Lecture Notes in Computer Science. vol. 2088, Springer, 34-46
15. A. Kornai (Ed.). 1999. Extended Finite State Models of Language. Cambridge University Press
16. J. Lafferty, A. McCallum, and F. Pereira. 2001. Conditional random Fields: Probabilistic models for segmenting and labeling sequence data. In Proceedings of the Eighteenth International Conference on Machine Learning (ICML 2001), 282-289.
17. C. Martineau, T. Nakamura, L. Varga and Stavroula Voyatzi. 2009. Annotation et normalisation des entités nommées. Arena Romanistica. vol. 4:234-243.
18. M. Mohri 1997. Finite-state transducers in language and speech processing. Computational Linguistics 23 (2):269-311.
19. A. Nasr, A. Volanschi. 2005. Integrating a POS Tagger and a Chunker Implemented as Weighted Finite State Machines. Finite-State Methods and Natural Language Processing, Lecture Notes in Computer Science, vol. 4002, Springer 167-178.
20. S. Paumier. 2011. Unitex 2.1 user manual. http://igm.univ-mlv.fr/unitex.
21. O. Piton, D. Maurel, C. Belleil. 1999. The Prolex Data Base: Toponyms and gentiles for NLP. In proceedings of the Third International Workshop on Applications of Natural Language to Data Bases (NLDB'99), 233-237.
22. L. A. Ramshaw and M. P. Marcus. 1995. Text chunking using transformation-based learning. In Proceedings of the 3rd Workshop on Very Large Corpora, 88-94.
23. A. Ratnaparkhi. 1996. A maximum entropy model for part-of-speech tagging. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP 1996), 133-142.
24. E. Roche, Y. Schabes. 1995. Deterministic part-ofspeech tagging with finite-state transducers. Computational Linguistics, MIT Press, vol. 21(2), 227-253
25. I. A. Sag, T. Baldwin, F. Bond, A. Copestake, D. Flickinger. 2001. Multiword Expressions: A Pain in the Neck for NLP. In Proceedings of the 3rd International Conference on Intelligent Text Processing and Computational Linguistics (CICLing-2002), 1-15
26. B. Sagot. 2010. The Lefff, a freely available, accurate and large-coverage lexicon for French. In Proceedings of the 7th International Conference on Language Resources and Evaluation (LREC'10).
27. A. Salomaa, M. Soittola. 1978. Automata-Theoretic Aspects of Formal Power Series. Springer-Verlag.
28. H. Schmid. 1994. Probabilistic Part-of-Speech Tagging Using Decision Trees. Proceedings of International Conference on New Methods in Language Processing.
29. M. Silberztein. 2000. INTEX: an FST toolbox. Theoretical Computer Science, vol. 231 (1): 33-46.
30. K. Toutanova, D. Klein, C. D. Manning, Y. Yoram Singer. 2003. Feature-rich part-of-speech tagging with a cyclic dependency network. Proceedings of HLT-NAACL 2003, 252-259.
31. Y. Tsuruoka, J. Tsujii, S. Ananiadou. 2009. Fast Full Parsing by Linear-Chain Conditional Random Fields. Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2009), 790-798.
32. Y. Zhang, S. Clark. 2008. Joint Word Segmentation and POS Tagging Using a Single Perceptron. Proceedings of ACL 2008, 888-896.