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Regular polysemy: from sense vectors to sense patterns

机译:常规波动力:从感测向量来感知模式

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Regular polysemy was extensively investigated in lexical semantics, but this phenomenon has been very little studied in distributional semantics. We propose a model for regular polysemy detection that is based on sense vectors and allows to work directly with senses in semantic vector space. Our method is able to detect polysemous words that have the same regular sense alternation as in a given example (a word with two automatically induced senses that represent one polysemy pattern, such as ANIMAL / FOOD). The method works equally well for nouns, verbs and adjectives and achieves an average recall of 0.55 and an average precision of 0.59 for ten different polysemy patterns.
机译:在词汇语义中广泛调查常规波多,但这种现象在分布语义中已经很少研究过。我们提出了一种用于常规的多陀程检测模型,该模型基于感测向量,并允许直接在语义矢量空间中的感官工作。我们的方法能够检测到具有与给定示例中相同的常规感觉交替的多色词(具有两个自动引起的感测的单词,表示一个多义目模式,例如动物/食物)。该方法对于名词,动词和形容词同样适用,并且实现0.55的平均召回,为十种不同的多义目格模式为0.59的平均精度。

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