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The Other Side of the Coin'. Unsupervised Disambiguation of Potentially Idiomatic Expressions by Contrasting Senses

机译:硬币的另一面'。通过对比感知潜在的惯用表达无监督歧义

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Disambiguation of potentially idiomatic expressions involves determining the sense of a potentially idiomatic expression in a given context, e.g. determining that make hay in 'Investment banks made hay while takeovers shone.' is used in a figurative sense. This enables automatic interpretation of idiomatic expressions, which is important for applications like machine translation and sentiment analysis. In this work, we present an unsupervised approach for English that makes use of literalisations of idiom senses to improve disambiguation, which is based on the lexical cohesion graph-based method by Sporleder and Li (2009). Experimental results show that, while literalisation carries novel information, its performance falls short of that of state-of-the-art unsupervised methods.
机译:潜在惯用表达的歧义涉及在给定的上下文中确定潜在的惯用表达的感觉,例如,在收购时,在投资银行制作干草中制作干草。“用于比喻意义。这使得能够自动解释惯用表达式,这对于机器翻译和情感分析等应用很重要。在这项工作中,我们提出了一种无监督的英语方法,即利用成语感官的文字来改善消歧,这是基于Sporleder和Li(2009)的基于词汇凝聚图的方法。实验结果表明,虽然文学提供了新颖的信息,但其性能降低了最先进的无监督方法。

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