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The Emotions of Abstract Words: A Distributional Semantic Analysis

机译:抽象词的情感:分布语义分析

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Recent psycholinguistic and neuroscientific research has emphasized the crucial role of emotions for abstract words, which would be grounded by affective experience, instead of a sensorimotor one. The hypothesis of affective embodiment has been proposed as an alternative to the idea that abstract words are linguistically coded and that linguistic processing plays a key role in their acquisition and processing. In this paper, we use distributional semantic models to explore the complex interplay between linguistic and affective information in the representation of abstract words. Distributional analyses on Italian norming data show that abstract words have more affective content and tend to co-occur with contexts with higher emotive values, according to affective statistical indices estimated in terms of distributional similarity with a restricted number of seed words strongly associated with a set of basic emotions. Therefore, the strong affective content of abstract words might just be an indirect byproduct of co-occurrence statistics. This is consistent with a version of representational pluralism in which concepts that are fully embodied either at the sensorimotor or at the affective level live side-by-side with concepts only indirectly embodied via their linguistic associations with other embodied words.
机译:最近的语言学和神经科学研究已经强调了情感对于抽象单词的关键作用,这将基于情感体验而不是感觉运动。已经提出了情感实施例的假设,以代替对抽象单词进行语言编码并且语言处理在其获取和处理中起关键作用的想法。在本文中,我们使用分布语义模型来探讨抽象词表示中语言信息与情感信息之间的复杂相互作用。对意大利规范数据的分布分析表明,根据以分布相似性估算的情感统计指标,与数量有限且与集合紧密相关的种子词,根据情感统计指标,抽象词具有更多的情感内容,并且倾向于与具有较高情感价值的上下文同时出现。基本情感。因此,抽象词的强烈情感内容可能只是共现统计的间接副产品。这与代表性多元化的版本是一致的,在该版本中,在感觉运动或情感水平上完全体现的概念与仅通过它们与其他体现词的语言关联而间接体现的概念并存。

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