CICBUAPnlp: Graph-Based Approach for Answer Selection in Community Question Answering Task

Helena Gómez-Adorno, Grigori Sidorov, Darnes Vilariño, David Pinto

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

4 Citas (Scopus)

Resumen

This paper describes our approach for the Community Question Answering Task, which was presented at the SemEval 2015. The system should read a given question and identify good, potentially relevant, and bad answers for that question. Our approach transforms the answers of the training set into a graph based representation for each answer class, which contains lexical, morphological, and syntactic features. The answers in the test set are also transformed into the graph based representation individually. After this, different paths are traversed in the training and test sets in order to find relevant features of the graphs. As a result of this procedure, the system constructs several vectors of features: one for each traversed graph. Finally, a cosine similarity is calculated between the vectors in order to find the class that best matches a given answer. Our system was developed for the English language only, and it obtained an accuracy of 53.74 for subtask A and 44.0 for subtask B.

Idioma originalInglés
Título de la publicación alojadaSemEval 2015 - 9th International Workshop on Semantic Evaluation, co-located with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics
Subtítulo de la publicación alojadaHuman Language Technologies, NAACL-HLT 2015 - Proceedings
EditoresPreslav Nakov, Torsten Zesch, Daniel Cer, David Jurgens
EditorialAssociation for Computational Linguistics (ACL)
Páginas18-22
Número de páginas5
ISBN (versión digital)9781941643402
EstadoPublicada - 2015
Evento9th International Workshop on Semantic Evaluation, SemEval 2015 - Denver, Estados Unidos
Duración: 4 jun. 20155 jun. 2015

Serie de la publicación

NombreSemEval 2015 - 9th International Workshop on Semantic Evaluation, co-located with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015 - Proceedings

Conferencia

Conferencia9th International Workshop on Semantic Evaluation, SemEval 2015
País/TerritorioEstados Unidos
CiudadDenver
Período4/06/155/06/15

Huella

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