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Automatic parsing of the metaphor polarity for opinion mining

机译:自动解析意见挖掘的隐喻极性

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In recent years, both metaphor interpretation and opinion mining have drawn much attention in the natural language processing (NLP) field. This paper aims to make a connection between these two fields. In this paper, we propose to extend the glossary orientation annotation to the vehicle (the source concept part of the metaphor) by using an automatic annotation method, and based on the vehicle's orientation corpus, we parse the metaphor's polarity after extracting the metaphor(especially the simile)from the large-scale corpus. Two experiments are conducted to investigate the reliability of our proposal. The result of the first experiment shows the proposed method obtains better results than the system we proposed in 2009 in both precision and recall, while the result of second experiment shows that more than 65% metaphors have a very stable sentiment orientation. Generally, the results demonstrate the effectiveness of our approach and verifying our approach's high reliability.
机译:近年来,隐喻解释和意见采矿在自然语言处理(NLP)领域中造成了很多关注。 本文旨在在这两个领域之间建立联系。 在本文中,我们建议通过使用自动注释方法向车辆(隐喻的源概念部分)扩展术语表定向注释,并基于车辆的方向语料库,在提取隐喻后,我们在提取隐喻后解析隐喻的极性(特别是 来自大规模语料库的硫醇。 进行了两项实验,以调查我们提案的可靠性。 第一个实验的结果表明,所提出的方法比我们在2009年在2009年在精度和召回中提出的系统获得了更好的结果,而第二实验结果表明,超过65%的隐喻具有非常稳定的情绪取向。 通常,结果表明了我们的方法的有效性并验证了我们的方法的高可靠性。

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