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Utilization of External Knowledge to Support Answer Extraction From Restricted Document Using Logical Reasoning

机译:利用外部知识来支持使用逻辑推理从受限文件提取的答案提取

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The idea of the computer system capable of simulating understanding with respect to reading a story or passage and answering questions pertaining to it, has received increased attention within the NLP community as a means to develop and evaluate robust question answering methods. This research is concerned with the problem of generating an automated answer in the context of sophisticated knowledge representation, reasoning, and logical inferential processing. The research focused on Wh types of question to a restricted domain. External knowledge sources i.e. world knowledge (WK) and hypernyms matching procedure (HMP) were introduced. World knowledge led to the refinement of the ability of the system to extract the relevant answers. It provided a solution to the outstanding problem related to the ambiguity enclosed by anaphora and synonym words. Meanwhile, hypernyms refer to a more general or broad keywords, which was able to widen the results of the search. Thus, hypernyms matching procedure was to give a more coherent meaning of words, and eased in the process of extracting the answer based on a given question. This research found that the combined external knowledge sources on word dependencies improved the accuracy of the question answering system with respect to human performance measures.
机译:能够模拟关于阅读故事或段落的理解和回答有关的问题的计算机系统的想法已收到NLP社区内的提高人员,作为开发和评估强大的问题应答方法的手段。本研究涉及在复杂知识表示,推理和逻辑推理处理的背景下产生自动答案的问题。研究专注于受限制域的WH类型的问题。介绍了外部知识来源I.。介绍了世界知识(WK)和高匹配程序(HMP)。世界知识导致制度提取相关答案的能力的改进。它提供了与Apaphora和同义词词括起来的果实相关的突出问题的解决方案。同时,Hypernyms指的是更一般或广泛的关键词,能够扩大搜索结果。因此,匹配程序的超符号是给出更相干的词语,并且在基于给定的问题提取答案的过程中缓解。本研究发现,词汇依赖性的联合外部知识来源改善了关于人类绩效措施问题应答系统的准确性。

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