论文标题

美国政治家的语气对2016年主要运动变得更加负面

United States Politicians' Tone Became More Negative with 2016 Primary Campaigns

论文作者

Külz, Jonathan, Spitz, Andreas, Abu-Akel, Ahmad, Günnemann, Stephan, West, Robert

论文摘要

人们普遍认为,美国政治语言的语气最近变得更加消极,尤其是当唐纳德·特朗普(Donald Trump)进入政治时。同时,关于特朗普是改变还是仅仅持续以前的趋势存在分歧。迄今为止,关于这些问题的数据驱动的证据很少,部分原因是很难获得政治家言论的全面,纵向记录。在这里,我们将心理语言工具应用于一个新颖的2400万报价的全面语料库,归因于18,627个美国政治家,以分析2008年至2020年之间,美国政治家语言的语气如何演变。我们表明,在奥巴马期间和2016年竞选期间,负面情绪的频率在Obama的最终竞选期间持续下降,而2016年度的竞选活动则在2016年的竞选中持续下降,并在2016年中逐渐降低。挑战前的平均值,以跨各方出现的模式。省略特朗普的报价时的效果大小下降了40%,当平均说话者而不是引用时,效果的规模下降了50%,这意味着著名的说话者,尤其是特朗普,尽管不仅限于负面语言,但不成比例地促进了负面语言的上升。这项工作提供了第一个大规模数据驱动的证据,表明特朗普的竞选活动开始作为催化剂,朝着更负面的政治语调转变,对有关美国政治状况的辩论的重要意义。

There is a widespread belief that the tone of US political language has become more negative recently, in particular when Donald Trump entered politics. At the same time, there is disagreement as to whether Trump changed or merely continued previous trends. To date, data-driven evidence regarding these questions is scarce, partly due to the difficulty of obtaining a comprehensive, longitudinal record of politicians' utterances. Here we apply psycholinguistic tools to a novel, comprehensive corpus of 24 million quotes from online news attributed to 18,627 US politicians in order to analyze how the tone of US politicians' language evolved between 2008 and 2020. We show that, whereas the frequency of negative emotion words had decreased continuously during Obama's tenure, it suddenly and lastingly increased with the 2016 primary campaigns, by 1.6 pre-campaign standard deviations, or 8% of the pre-campaign mean, in a pattern that emerges across parties. The effect size drops by 40% when omitting Trump's quotes, and by 50% when averaging over speakers rather than quotes, implying that prominent speakers, and Trump in particular, have disproportionately, though not exclusively, contributed to the rise in negative language. This work provides the first large-scale data-driven evidence of a drastic shift toward a more negative political tone following Trump's campaign start as a catalyst, with important implications for the debate about the state of US politics.

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