Abstract
This paper presents a study of the negative effect of Machine Translation (MT) on the precision of Cross–Lingual Question Answering (CL–QA). For this research, a English–Spanish Question Answering (QA) system is used. Also, the sets of 200 official questions from CLEF 2004 and 2006 are used. The CL experimental evaluation using MT reveals that the precision of the system drops around 30% with regard to the monolingual Spanish task. Our main contribution consists on a taxonomy of the identified errors caused by using MT and how the errors can be overcome by using our proposals. An experimental evaluation proves that our approach performs better than MT tools, at the same time contributing to this CL–QA system being ranked first at English–Spanish QA CLEF 2006.
This research has been partially funded by the Spanish Government under project CICyT number TIC2003-07158-C04-01 and by the European Commission under FP6 project QALL-ME number 033860.
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References
Bowden, M., Olteanu, M., Suriyentrakorn, P., Clark, J., Moldovan, D.: LCC’s PowerAnswer at QA@CLEF 2006. In: Workshop of Cross-Language Evaluation Forum (CLEF), September (2006)
Ferrández, S., Ferrández, A., Roger, S., López-Moreno, P., Peral, J.: BRILI, an English-Spanish Question Answering System. In: Proceedings of the International Multiconference on Computer Science and Information Technology, vol. 1, November, pp. 23–29 (2006)
Ferrández, S., López-Moreno, P., Roger, S., Ferrández, A., Peral, J., Alavarado, X., Noguera, E., Llopis, F.: AliQAn and BRILI QA System at CLEF-2006. In: Workshop of Cross-Language Evaluation Forum (CLEF) (2006)
Ferrández, S., Roger, S., Ferrández, A., Aguilar, A., López-Moreno, P.: A new proposal of Word Sense Disambiguation for nouns on a Question Answering System. Research in Computing Science, Advances in Natural Language Processing 18, 83–92 (2006)
García-Cumbreres, M.A., Ureña-López, L.A., Martínez-Santiago, F., Perea-Ortega, J.M.: BRUJA System. The University of Jaén at the Spanish task of CLEFQA 2006. In: Workshop of Cross-Language Evaluation Forum (CLEF), September (2006)
Magnini, B., Giampiccolo, D., Forner, P., Ayache, C., Jijkoun, V., Osevona, P., Peñas, A., Rocha, P., Sacaleanu, B., Sutcliffe, R.: Overview of the CLEF 2006 Multilingual Question Answering Track. In: Workshop of Cross-Language Evaluation Forum (CLEF), September (2006)
Magnini, B., Romagnoli, S., Vallin, A., Herrera, J., Peñas, A., Peinado, V., Verdejo, F., Rijke, M.: The Multiple Language Question Answering Track at CLEF 2003. In: Peters, C., Gonzalo, J., Braschler, M., Kluck, M. (eds.) CLEF 2003. LNCS, vol. 3237, Springer, Heidelberg (2004)
Magnini, B., Vallin, A., Ayache, C., Erbach, G., Peñas, A., Rijke, M., Rocha, P., Simov, K., Sutcliffe, R.: Overview of the CLEF 2004 Multilingual Question Answering Track. In: Peters, C., Gonzalo, J., Braschler, M., Kluck, M. (eds.) CLEF 2003. LNCS, vol. 3237, Springer, Heidelberg (2004)
Moldovan, D.I., Pasca, M., Harabagiu, S.M., Surdeanu, M.: Performance issues and error analysis in an open-domain question answering system. ACM Trans. Inf. Syst. 21, 133–154 (2003)
Whittaker, E.W.D., Novak, J.R., Chatain, P., Dixon, P.R., Heie, M.H., Furui, S.: CLEF2005 Question Answering Experiments at Tokyo Institute of Technology. In: Workshop of Cross-Language Evaluation Forum (CLEF), September (2006)
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Ferrández, S., Ferrández, A. (2007). The Negative Effect of Machine Translation on Cross–Lingual Question Answering. In: Gelbukh, A. (eds) Computational Linguistics and Intelligent Text Processing. CICLing 2007. Lecture Notes in Computer Science, vol 4394. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-70939-8_44
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DOI: https://doi.org/10.1007/978-3-540-70939-8_44
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