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UWaterloo at SemEval-2017 Task 7: Locating the Pun Using Syntactic Characteristics and Corpus-based Metrics

机译:UWaterloo在SemEval-2017上的任务7:使用句法特征和基于语料库的度量标准定位双关语

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The paper presents a system for locating a pun word. The developed method calculates a score for each word in a pun, using a number of components, including its Inverse Document Frequency (IDF), Normalized Pointwise Mutual Information (NPMI) with other words in the pun text, its position in the text, part-of-speech and some syntactic features. The method achieved the best performance in the Heterographic category and the second best in the Homographic. Further analysis showed that IDF is the most useful characteristic, whereas the count of words with which the given word has high NPMI has a negative effect on performance.
机译:本文提出了一种定位双关语单词的系统。所开发的方法使用许多组件来计算双关语中每个单词的得分,包括其反向文档频率(IDF),归一化点向互信息(NPMI)和双关语文本中的其他单词,其在文本中的位置,部分语音和一些语法功能。该方法在Heterographic类别中表现最佳,在Homographic中排名第二。进一步的分析表明,IDF是最有用的特征,而给定单词具有较高NPMI的单词数量会对性能产生负面影响。

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