“It's not the what but (also) the how”: characterizing left-wing populism in political texts

M. P. Raveau, C. Fuentes-Bravo, Miguel Ángel Fernández, J. P. Couyoumdjian, María José del Solar
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Abstract

Despite all the elasticity and even ambiguity surrounding the concept of populism, the existing paradigms converge in the recognition of a populist rhetoric. By using Natural Language Processing (NLP) tools we propose a set of linguistic and discursive markers to identify populist markers in Presidential speeches. The performance of these markers is subsequently tested against the Global Populism Database (GPD). We set-up a multinomial regression model to study the predictive power of these markers on the GPD populist score, focusing on left-wing populist leaders in Spanish-speaking countries in Latin America. We are thus able to characterize (left-wing) populism as a style of communication, as well as to understand what is behind this rhetoric. Our results show that ingroup and emotional content are more present in populist speeches. We also find a positive relation between populism and the use future tense and conditional connectors, which suggest an intention to manipulate the audience. These results have implications both for the current understanding of (left-wing) populist rhetoric and for the conceptualization of populism itself.
不在于 "是什么",而在于 "如何做":政治文本中左翼民粹主义的特征描述
尽管民粹主义的概念具有很大的弹性,甚至模棱两可,但现有的范式在识别民粹主义修辞方面却趋于一致。通过使用自然语言处理(NLP)工具,我们提出了一套语言和话语标记,用于识别总统演讲中的民粹主义标记。这些标记的性能随后通过全球民粹主义数据库(GPD)进行了测试。我们建立了一个多项式回归模型,研究这些标记对 GPD 民粹主义得分的预测能力,重点是拉丁美洲西班牙语国家的左翼民粹主义领导人。因此,我们能够将(左翼)民粹主义描述为一种沟通风格,并了解这种言论背后的原因。我们的研究结果表明,在民粹主义的演讲中,更多的是内群体内容和情感内容。我们还发现,民粹主义与未来时态和条件连接词的使用之间存在正相关,这表明民粹主义有意操纵听众。这些结果对当前理解(左翼)民粹主义修辞和民粹主义本身的概念化都有影响。
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