Enhancing QA systems with complex temporal question processing capabilities
| Autor: | Rafael Muñoz, José Luis Vicedo, Hector Llorens, Estela Saquete, Patricio Martínez-Barco |
|---|---|
| Přispěvatelé: | Procesamiento del Lenguaje y Sistemas de Información (GPLSI), Universidad de Alicante. Departamento de Lenguajes y Sistemas Informáticos |
| Jazyk: | angličtina |
| Rok vydání: | 2009 |
| Předmět: |
FOS: Computer and information sciences
Information retrieval Computer Science - Computation and Language SIMPLE (military communications protocol) Process (engineering) Computer science Computer Science - Artificial Intelligence Complex question Processing Computer Science - Information Retrieval Complex temporal questions Artificial Intelligence (cs.AI) QA systems Artificial Intelligence Lenguajes y Sistemas Informáticos Decomposition (computer science) Layer (object-oriented design) Computation and Language (cs.CL) Information Retrieval (cs.IR) |
| Zdroj: | ResearcherID RUA. Repositorio Institucional de la Universidad de Alicante Universidad de Alicante (UA) |
| Popis: | This paper presents a multilayered architecture that enhances the capabilities of current QA systems and allows different types of complex questions or queries to be processed. The answers to these questions need to be gathered from factual information scattered throughout different documents. Specifically, we designed a specialized layer to process the different types of temporal questions. Complex temporal questions are first decomposed into simple questions, according to the temporal relations expressed in the original question. In the same way, the answers to the resulting simple questions are recomposed, fulfilling the temporal restrictions of the original complex question. A novel aspect of this approach resides in the decomposition which uses a minimal quantity of resources, with the final aim of obtaining a portable platform that is easily extensible to other languages. In this paper we also present a methodology for evaluation of the decomposition of the questions as well as the ability of the implemented temporal layer to perform at a multilingual level. The temporal layer was first performed for English, then evaluated and compared with: a) a general purpose QA system (F-measure 65.47% for QA plus English temporal layer vs. 38.01% for the general QA system), and b) a well-known QA system. Much better results were obtained for temporal questions with the multilayered system. This system was therefore extended to Spanish and very good results were again obtained in the evaluation (F-measure 40.36% for QA plus Spanish temporal layer vs. 22.94% for the general QA system). This paper has been partially supported by the Spanish government, project TIN-2006-15265-C06-01, and by the framework of the project QALL-ME, which is a 6th Framework Research Programme of the European Union (EU), contract number: FP6-IST-033860. |
| Databáze: | OpenAIRE |
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