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Título : | Evaluating n-gram Models for a Bilingual Word Sense Disambiguation Task |
Otros títulos : | Evaluación de modelos de n-gramas para la tarea de desambiguación bilingüe del sentido de las palabras |
Autor : | Pinto, David Vilariño, Darnes Balderas, Balderas Tovar, Mireya Beltrán, Beatriz |
Palabras clave : | Keywords. Bilingual word sense disambiguation, machine translation, parallel corpus, Naïve Bayes classifier. |
Fecha de publicación : | 13-dic-2011 |
Editorial : | Revista Computación y Sistemas; Vol. 15 No. 2 |
Citación : | Revista Computación y Sistemas; Vol. 15 No. 2 |
Citación : | Revista Computación y Sistemas;Vol. 15 No.2 |
Resumen : | Abstract. The problem of Word Sense Disambiguation (WSD) is about selecting the correct sense of an ambiguous word in a given context. However, even if the problem of WSD is difficult, when we consider its bilingual version, this problem becomes much more complex. In this case, it is necessary not only to find the correct translation, but such translation must consider the contextual senses of the original sentence (in the source language), in order to find the correct sense (in the target language) of the source word. In this paper we present a probabilistic model for bilingual WSD based on n-grams (2-grams, 3-grams, 5-grams and k-grams, for a sentence S of a length k). The aim is to analyze the behavior of the system with different representations of a given sentence containing an ambiguous word. We use a Naïve Bayes classifier for determining the probability of the target sense (in the target language) given a sentence which contains an ambiguous word (in the source language). For this purpose, we use a bilingual statistical dictionary, which is calculated with Giza++ by using the EUROPARL parallel corpus. On the average, the representation model based on 5-grams with mutual information demonstrated the best performance. |
URI : | http://www.repositoriodigital.ipn.mx/handle/123456789/14869 |
ISSN : | 1405-5546 |
Aparece en las colecciones: | Revistas |
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209_ART 6_CyS_109.pdf | 670.86 kB | Adobe PDF | Visualizar/Abrir |
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