首页> 外文期刊>Journal of Theoretical and Applied Information Technology >IMPROVING ARABIC QUESTION ANSWERING SYSTEM BY MERGING ANER TECHNIQUE, UPDATED QUESTION CLASSIFICATION TECHNIQUE AND STOP WORDS TECHNIQUE
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IMPROVING ARABIC QUESTION ANSWERING SYSTEM BY MERGING ANER TECHNIQUE, UPDATED QUESTION CLASSIFICATION TECHNIQUE AND STOP WORDS TECHNIQUE

机译:通过合并AER技术,更新的问题分类技术和停止单词技术改进阿拉伯问题应答系统

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Question answering systems are basically of three types: open domain, closed domain and restricted domain. In this paper we build a question answering system that tries to take users' questions, and provide them the answer in Arabic language. The proposed system is called AMAU (Arabic question answering system by merging Aner technique, updated question classification technique and stop words technique). AMAU focuses on question processing and document processing. After building the AMAU system, it was evaluated based on precision, recall and f-measure by ANER QA and ANER data set. The AMAU system is also compared with Arabic NER system using precision, recall and f-measure. The evaluation results show a better performance by AMAU. AMAU produced an average precision of up to 80% compared to Arabic NER system that produced an average precision of up to 63%. The proposed system performed best when stemming and stop words were used and resulted in the highest values of Recall, Precision and F-measure compared to NER system.
机译:问题应答系统基本上有三种类型:开放域,封闭域和受限制域。在本文中,我们建立了一个问题应答系统,试图采取用户的问题,并以阿拉伯语为他们提供答案。所提出的系统称为AMAU(通过合并AER技术,更新的问题分类技术和停止单词技术)。 Amau专注于问题处理和文件处理。构建AMAU系统后,通过ANER QA和AER数据集基于精度,召回和F测量来评估它。 AMAU系统也将使用精度,召回和F测量与阿拉伯语网系统进行比较。评估结果显示了AMAU的更好表现。 AMAU与阿拉伯语衬里系统相比,平均精度高达80%,其平均精度高达63%。当使用止算和停止单词时,所提出的系统最佳地执行,并导致与NER系统相比的召回,精度和F度的最高值。

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