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Mr Darcy and Mr Toad, gentlemen: distributional names and their kinds

机译:达西先生和蟾蜍先生,先生们:地名及其种类

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This paper investigates the representation of proper names in distributional semantics. We define three properties we expect names to display: uniqueness (being a unique entity), instantiation (being an instance of a relevant kind) and individuality (being separable from the subspace of concepts). We show that taking a standard distribution as the representation of a name does not satisfy those properties particularly well. We propose an alternative method to compute a name vector, which relies on re-weighting the distribution of the appropriate named entity type - in effect, producing an individual out of a kind. We illustrate the behaviour of such representations over some characters from two English novels.
机译:本文研究了分布语义中专有名称的表示。我们定义了我们希望名称显示的三个属性:唯一性(作为唯一实体),实例化(作为相关种类的实例)和个性(与概念的子空间可分离)。我们表明,采用标准分布作为名称的表示不能很好地满足这些属性。我们提出了一种替代的方法来计算名称向量,该方法依赖于对适当的命名实体类型的分布进行重新加权-实际上,会产生一种个体。我们用两种英国小说中的某些人物来说明这种表现形式的行为。

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