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Clustering hierarchical organization and the topography of abstract and concrete nouns

机译:聚类层次结构以及抽象名词和具体名词的地形

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摘要

The empirical study of language has historically relied heavily upon concrete word stimuli. By definition, concrete words evoke salient perceptual associations that fit well within feature-based, sensorimotor models of word meaning. In contrast, many theorists argue that abstract words are “disembodied” in that their meaning is mediated through language. We investigated word meaning as distributed in multidimensional space using hierarchical cluster analysis. Participants (N = 365) rated target words (n = 400 English nouns) across 12 cognitive dimensions (e.g., polarity, ease of teaching, emotional valence). Factor reduction revealed three latent factors, corresponding roughly to perceptual salience, affective association, and magnitude. We plotted the original 400 words for the three latent factors. Abstract and concrete words showed overlap in their topography but also differentiated themselves in semantic space. This topographic approach to word meaning offers a unique perspective to word concreteness.
机译:历史上对语言的经验研究严重依赖于具体的单词刺激。根据定义,具体单词会唤起显着的知觉关联,非常适合基于特征的词义感觉运动模型。相反,许多理论家认为抽象词是“无形的”,因为其含义是通过语言来调解的。我们使用层次聚类分析研究了在多维空间中分布的单词含义。参与者(N = 365)在12个认知维度(例如,极性,易教性,情感价)上对目标词(n = 400个英语名词)进行了评级。因子减少显示出三个潜在因子,大致对应于感知显着性,情感联想和大小。我们绘制了三个潜在因素的原始400个单词。抽象词和具体词在地形上表现出重叠,但在语义空间上却有所不同。这种词义的地形学方法为词的具体性提供了独特的视角。

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