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Alignment between a technical paper and presentation sheets using a hidden Markov model

机译:使用隐马尔可夫模型的技术纸和演示文稿纸张之间的对齐

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We have been studying the automatic generation of presentation sheets from a technical paper. Our approach consists of obtaining a set of rules for generating presentation sheets by applying machine learning techniques to many pairs of technical papers and their presentation sheets collected from the World Wide Web. As a first step, in this paper, we propose a method for aligning technical papers and presentation sheets. Our method is based on Jing's method, which uses a hidden Markov model (HMM). Although this method is useful to align short sentences in newspaper articles, it is inapplicable to align sentences in a paper including charts and long sentences. Therefore, we analyse features of papers and sheets, such as information from text appearance, and propose an alignment method that combines the use of these features and Jing's method. The evaluation shows that our alignment method performed effectively.
机译:我们一直在研究技术纸张自动生成演示文稿。我们的方法包括通过将机器学习技术应用于许多从万维网收集的技术文件和他们的演示表来获取一组用于生成演示表的规则。在本文中,作为第一步,我们提出了一种用于对准技术纸张和演示表的方法。我们的方法是基于Jing的方法,它使用隐藏的马尔可夫模型(HMM)。虽然这种方法可用于对齐报纸文章中的短句,但它是不适用的,以便在包括图表和长句的纸上对齐句子。因此,我们分析论文和表格的特征,例如文本外观的信息,并提出了一种结合这些特征和静的方法的对齐方法。评估表明我们的对准方法有效地执行。

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