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'Beware the Jabberwock, dear reader!' Testing the distributional reality of construction semantics

机译:“当心Jabberwock,亲爱的读者!”测试构造语义的分布现实

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Notwithstanding the success of the notion of construction, the computational tradition still lacks a way to represent the semantic content of these linguistic entities. Here we present a simple corpus-based model implementing the idea that the meaning of a syntactic construction is intimately related to the semantics of its typical verbs. It is a two-step process, that starts by identifying the typical verbs occurring with a given syntactic construction and building their distributional vectors. We then calculated the weighted centroid of these vectors in order to derive the distributional signature of a construction. In order to assess the goodness of our approach, we replicated the priming effect described by Johnson and Golberg (2013) as a function of the semantic distance between a construction and its prototypical verbs. Additional support for our view comes from a regression analysis showing that our distributional information can be used to model behavioral data collected with a crowdsourced elicitation experiment.
机译:尽管建设概念的成功,但计算传统仍然缺乏代表这些语言实体的语义含量的方法。在这里,我们介绍了一个简单的基于语料库的模型,实现了语法结构的含义与其典型动词的语义密切相关。这是一个两步的过程,它通过识别具有给定的句法构造和构建其分配向量的典型动词来开始。然后,我们计算了这些载体的加权质心,以获得建筑的分布签名。为了评估我们的方法的善良,我们将Johnson和Golberg(2013)描述的初步效应作为建筑和其原型动词之间的语义距离。对我们的观点的额外支持来自回归分析,显示我们的分配信息可用于建模采用众群诱导实验收集的行为数据。

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