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Architecture and evaluation of BRUJA, a multilingual question answering system

机译:多语言问答系统BRUJA的体系结构和评估

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Given a user question, the goal of a Question Answering (QA) system is to retrieve answers rather than full documents or even best-matching passages, as most Information Retrieval systems currently do. In this paper, we present BRUJA, a QA system for the management of multilingual collections. BRUJ rkstions (English, Spanish and French). The BRUJA architecture is not formed with three monolingual QA systems but instead uses English as Interlingua to make usual QA tasks such as question classifications and answer extractions. In addition, BRUJA uses Cross Language Information Retrieval (CLIR) techniques to retrieve relevant documents from a multilingual collection. On the one hand, we have more documents to find answers from but on the other hand, we are introducing noise into the system because of translations to the Interlingua (English) and the CLIR module. The question is whether the difficulty of managing three languages is worth it or whether a monolingual QA system delivers better results. We report on in-depth experimentation and demonstrate that our multilingual QA system gets better results than its monolingual counterpart whenever it uses good translation resources and, especially, CLIR techniques that are state-of-the-art.
机译:给定用户问题,问题解答(QA)系统的目标是检索答案,而不是像大多数信息检索系统当前所做的那样检索完整的文档甚至是最匹配的段落。在本文中,我们介绍了BRUJA,这是一种用于管理多语言馆藏的质量保证系统。 BRUJ rkstions(英语,西班牙语和法语)。 BRUJA体系结构不是由三个单语的QA系统构成的,而是使用英语作为Interlingua来执行常见的QA任务,例如问题分类和答案提取。此外,BRUJA使用跨语言信息检索(CLIR)技术从多语言馆藏中检索相关文档。一方面,我们有更多文档可从中找到答案,但另一方面,由于对Interlingua(英语)和CLIR模块的翻译,我们将噪声引入了系统。问题是,管理三种语言的困难是否值得,还是单语的质量保证体系能否带来更好的结果。我们对深入的实验进行了报告,并证明了只要使用良好的翻译资源,尤其是最新的CLIR技术,我们的多语种QA系统就会比单语种QA系统获得更好的结果。

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