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Hypernymy in WordNet, Its Role in WSD, and Its Limitations

机译:WordNet中的Hypernymy,其在WSD中的作用及其局限性

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This paper closely analysed and depicted the role of the hyponymy that is used in the lexical database called the Word Net to relate the words semantically with a relation "... Is a kind of...". The relation has very important role for disambiguating the senses of a polysemy word in any natural language and is, therefore, massively used in knowledge-based Word Sense Disambiguation (WSD) approaches. However, the limitation of this relation is not so cared about. In many cases, the use of the hypernymy does not only mean nothing for disambiguation but also it increases only the computational effort for the system. The improper use of hypernymy is very costly. In some cases, which are described later, the use of this relation even decreases the accuracy of the WSD approaches.
机译:本文仔细分析并描绘了词法数据库中被称为Word Net的下位词的作用,该词法将词在语义上与“ ...是一种...”的关系相关联。这种关系对于消除任何自然语言中的多义词的歧义具有非常重要的作用,因此在基于知识的词义歧义消除(WSD)方法中得到了广泛使用。但是,这种关系的局限性并不那么在意。在许多情况下,使用昵称不仅不会消除歧义,而且只会增加系统的计算量。不正确地使用昵称会非常昂贵。在某些情况下(稍后将进行描述),使用此关系甚至会降低WSD方法的准确性。

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