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Learning about the meaning of verb–particle constructions from corpora

机译:从语料库中了解动词-构词的含义

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This paper describes a distributional approach to the semantics of verb particle constructions (e.g., put up, make off). In common with many other varieties of multiword expression, verb–particles vary in the extent to which the component words of the phrase contribute independent meanings. A technique for automatically detecting when and how a component word is making such a contribution would be very useful in the construction of lexicons. Using verb particles as a test case we suggest that a comparison of the lexical contexts in which the phrase and the components occur can provide us with vital information in this regard. Our hypothesis is that the lexical contexts in which a given verb–particle construction occurs across a corpus will be more similar to those of a given component word if that component word is contributing an independent meaning to the phrase. We demonstrate a convincing correlation between contextual similarity and the compositionality judgements of expert and non-expert annotators.
机译:本文介绍了一种用于动词粒子构造语义的分布方法(例如,提出,取消)。与多词表达的许多其他变体一样,动词-颗粒在其组成词贡献独立含义的程度上也有所不同。用于自动检测组成词何时以及如何做出这种贡献的技术在构建词典中非常有用。使用动词粒子作为测试用例,我们建议对短语和组成部分所在的词汇上下文进行比较可以为我们提供有关这方面的重要信息。我们的假设是,如果一个组成词为短语提供了独立的含义,那么整个语料库中给定的动词-粒子构造发生在词汇上下文上的情况将与给定的组成词的上下文更加相似。我们证明了上下文相似性与专家和非专家注释者的组成判断之间令人信服的相关性。

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