Abstract
This paper describes a QA system centered in a full data-driven architecture. It applies machine learning and text mining techniques to identify the most probable answers to factoid and definition questions respectively. Its major quality is that it mainly relies on the use of lexical information and avoids applying any complex language processing resources such as named entity classifiers, parsers and ontologies. Experimental results on the Spanish Question Answering task at CLEF 2006 show that the proposed architecture can be a practical solution for monolingual question answering by reaching a precision as high as 51%.
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Magnini, B., Vallin, A., Ayache, C., Erbach, G., Peñas, A., de Rijke, M., Rocha, P., Simov, K., Sutcliffe, R.: Overview of the CLEF 2004 Multilingual Question Answerig Track. In: Peters, C., Clough, P.D., Gonzalo, J., Jones, G.J.F., Kluck, M., Magnini, B. (eds.) CLEF 2004. LNCS, vol. 3491, Springer, Heidelberg (2005)
Ferrández, S., López-Moreno, P., Roger, S., Ferrández, A., Peral, J., Alvarado, X., Noguera, E., Llopis, F.: AliQAn and BRILI QA Systems at CLEF 2006. In: Working notes for the Cross Language Evaluation Forum Workshop, September 2006, (CLEF 2006) (2006)
Buscaldi, D., Gomez, J.M., Rosso, P., Sanchis, E.: The UPV at QA@CLEF 2006. In: Working notes for the Cross Language Evaluation Forum Workshop, September 2006, (CLEF 2006) (2006)
de-Pablo-Sánchez, C., González-Ledesma, A., Moreno, A., Martínez-Fernández, J.L., Martínez, P.: MIRACLE at the Spanish CLEF@QA 2006 Track. In: Working notes for the Cross Language Evaluation Forum Workshop, September 2006, (CLEF 2006) (2006)
Ferrés, D., Kanaan, S., González, E., Ageno Al, R.H., Turmo, J.: The TALP-QA System for Spanish at CLEF-2005. In: Peters, C., Gey, F.C., Gonzalo, J., Müller, H., Jones, G.J.F., Kluck, M., Magnini, B., de Rijke, M., Giampiccolo, D. (eds.) CLEF 2005. LNCS, vol. 4022, Springer, Heidelberg (2006)
Montes-y-Gómez, M., Villaseñor-Pineda, L., Pérez-Coutiño, M., Gómez-Soriano, J.M., Sanchis-Arnal, E., Rosso, P.: INAOE-UPV Joint Participation at CLEF 2005: Experiments in Monolingual Question Answering. In: Peters, C., Gey, F.C., Gonzalo, J., Müller, H., Jones, G.J.F., Kluck, M., Magnini, B., de Rijke, M., Giampiccolo, D. (eds.) CLEF 2005. LNCS, vol. 4022, Springer, Heidelberg (2006)
Gómez-Soriano, J.M., Montes-y-Gómez, M., Sanchis-Arnal, E., Villaseñor-Pineda, L., Rosso, P.: Language Independent Passage Retrieval for Question Answering. In: Gelbukh, A., de Albornoz, Á., Terashima-Marín, H. (eds.) MICAI 2005. LNCS (LNAI), vol. 3789, Springer, Heidelberg (2005)
Denicia-Carral, C., Montes-y-Gómez, M., Villaseñor-Pineda, L., García-Hernández, R.: A Text Mining Approach for Definition Question Answering. In: Proceedings for the Fifth International Conference on Natural Language Processing (FinTal 2006), Turku, Finland (August 2006)
García-Hernández, R., Martínez-Trinidad, F., Carrasco-Ochoa, A.: A New Algorithm for Fast Discovery of Maximal Sequential Patterns in a Document Collection. In: Gelbukh, A. (ed.) CICLing 2006. LNCS, vol. 3878, Springer, Heidelberg (2006)
Cassan, A., Figueira, H., Martins, A., Mendes, A., Mendes, P., Pinto, P., Vidal, D.: Priberam’s question answering system in a cross-language environment. In: Working notes for the Cross Language Evaluation Forum Workshop, September 2006, (CLEF 2006) (2006)
Magnini, B., Giampiccolo, D., Forner, P., Ayache, C., Jijkoun, V., Osenova, P., Peñas, A., Rocha, P., Sacaleanu, B., Sutcliffe, R.: Overview of the CLEF 2006 Multilingual Question Answering Track. In: Working notes for the Cross Language Evaluation Forum Workshop, September 2006 (CLEF 2006) (2006)
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Juárez-González, A., Téllez-Valero, A., Denicia-Carral, C., Montes-y-Gómez, M., Villaseñor-Pineda, L. (2007). Using Machine Learning and Text Mining in Question Answering. In: Peters, C., et al. Evaluation of Multilingual and Multi-modal Information Retrieval. CLEF 2006. Lecture Notes in Computer Science, vol 4730. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74999-8_49
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DOI: https://doi.org/10.1007/978-3-540-74999-8_49
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