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2014 | 2 | 163--169
Tytuł artykułu

Ladder Tagger-Splitting Decision Space to Boost Tagging Quality

Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
This paper describes a part of speech tagger. The tagger is based on a set of probability mixture models. Each mixture model is responsible for tagging of a specific class of words, sharing similar context properties. Probability mixture models contain 25 various mixture components. The tagger is tested on polish language and compared to other available taggers.(original abstract)
Słowa kluczowe
Rocznik
Tom
2
Strony
163--169
Opis fizyczny
Twórcy
  • Wrocław University of Technology
  • Wrocław University of Technology
Bibliografia
  • Acedański S., "A morphosyntactic Brill tagger for inflectional languages," in Advances in Natural Language Processing, ser. Lecture Notes in Computer Science, H. Loftsson, E. Rögnvaldsson, and S. Helgadóttir, Eds. Springer Berlin / Heidelberg, 2010, vol. 6233, pp. 3-14. [Online]. Available: http://dx.doi.org/10.1007/978-3-642-14770-8_3
  • Chen S. F. and Goodman J., "An empirical study of smoothing techniques for language modeling," in Proceedings of the 34th annual meeting on Association for Computational Linguistics, ser. ACL '96. Stroudsburg, PA, USA: Association for Computational Linguistics, 1996. doi: 10.3115/981863.981904 pp. 310-318. [Online]. Available: http://dx.doi.org/10.3115/981863.981904
  • Daelemans W., Zavrel J., Van den Bosch A., and van der Sloot K., "MBT: Memory-Based Tagger, version 3.2." ILK, Tech. Rep. 10-04, 2010.
  • Hajiˇc J., Krbec P., Kveton P., Oliva K., and Petkevic V., "Serial combination of rules and statistics: A case study in Czech tagging," in Proceedings of the 39th Annual Meeting on Association for Computational Linguistics. Association for Computational Linguistics, 2001. doi: 10.3115/1073012.1073047 pp. 268-275. [Online]. Available: http://dx.doi.org/10.3115/1073012.1073047
  • Hajic J. and Vidová-Hladká B., "Tagging inflective languages: Prediction of morphological categories for a rich, structured tagset," in Proceedings of the COLING - ACL Conference. ACL, 1998. doi: 10.3115/980845.980927 pp. 483-490. [Online]. Available: http: //dx.doi.org/10.3115/980845.980927
  • Piasecki M. and Godlewski G., "Effective architecture of the Polish tagger," in Text, Speech and Dialogue, vol. 4188. Brno, Czech Republic: Springer, 2006. doi: 10.1007/11846406_27 pp. 213-220. [Online]. Available: http://dx.doi.org/10.1007/11846406_27
  • Przepiórkowski A., "A comparison of two morphosyntactic tagsets of Polish," in Representing Semantics in Digital Lexicography: Proceedings of MONDILEX Fourth Open Workshop, V. Koseska-Toszewa, L. Dimitrova, and R. Roszko, Eds., Warsaw, 2009, pp. 138-144.
  • Przepiórkowski A., Górski R. L., Łaziński M., and Pęzik P., "Recent developments in the National Corpus of Polish," in Proceedings of the Seventh International Conference on Language Resources and Evaluation, LREC2010. Valletta, Malta: ELRA, 2010.
  • Radziszewski A. and Acedański S., "Taggers gonna tag: an argument against evaluating disambiguation capacities of morphosyntactic taggers," in Text, Speech and Dialogue, ser. Lecture Notes in Computer Science, P. Sojka, A. Horák, I. Kopeˇcek, and K. Pala, Eds. Springer Berlin Heidelberg, 2012. doi: 10.1007/978-3-642-32790-2_9 pp. 81-87. [Online]. Available: http://dx.doi.org/10.1007/978-3-642-32790-2_9
  • Radziszewski A. and Śniatowski T., "A memory-based tagger for Polish," in Proceedings of the 5th Language & Technology Conference, Poznań, 2011.
  • Radziszewski A., "A tiered CRF tagger for Polish," in Intelligent Tools for Building a Scientific Information Platform, ser. Studies in Computational Intelligence, R. Bembenik, Ł. Skonieczny, H. Rybiński, M. Kryszkiewicz, and M. Niezgódka, Eds. Springer Berlin Heidelberg, 2013, vol. 467, pp. 215-230. ISBN 978-3-642-35646-9. [Online]. Available: http://dx.doi.org/10.1007/978-3-642-35647-6_16
  • Sharoff S., "What is at stake: a case study of Russian expressions starting with a preposition," in Proceedings of the Workshop on Multiword Expressions: Integrating Processing. Association for Computational Linguistics, 2004, pp. 17-23.
  • Tufi ̧s D., "Tiered tagging and combined language models classifiers," in Text, Speech and Dialogue, ser. Lecture Notes in Computer Science, V. Matousek, P. Mautner, J. Ocelíková, and P. Sojka, Eds. Springer Berlin / Heidelberg, 1999, vol. 1692, pp. 843-843. [Online]. Available: http://dx.doi.org/10.1007/3-540-48239-3_5
  • Vidová-Hladká B., "Czech language tagging," Ph.D. dissertation, Charles University, Faculty of Mathematics and Physics, Prague, 2000.
  • Waszczuk J., "Harnessing the CRF complexity with domain-specific constraints. The case of morphosyntactic tagging of a highly inflected language," in Proceedings of the 24th International Conference on Computational Linguistics (COLING 2012), Mumbai, 2012, pp. 2789-2804.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
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