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Measuring and Explaining Political Sophistication through Textual Complexity

机译:通过文本的复杂性来衡量和解释政治的复杂性

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摘要

Political scientists lack domain‐specific measures for the purpose of measuring the sophistication of political communication. We systematically review the shortcomings of existing approaches, before developing a new and better method along with software tools to apply it. We use crowdsourcing to perform thousands of pairwise comparisons of text snippets and incorporate these results into a statistical model of sophistication. This includes previously excluded features such as parts of speech and a measure of word rarity derived from dynamic term frequencies in the Google Books data set. Our technique not only shows which features are appropriate to the political domain and how, but also provides a measure easily applied and rescaled to political texts in a way that facilitates probabilistic comparisons. We reanalyze the State of the Union corpus to demonstrate how conclusions differ when using our improved approach, including the ability to compare complexity as a function of covariates.
机译:政治科学家缺乏用于衡量政治传播复杂程度的针对特定领域的措施。在开发一种新的更好的方法以及应用它的软件工具之前,我们系统地回顾了现有方法的缺点。我们使用众包进行成千上万的文本摘要成对比较,并将这些结果整合到复杂的统计模型中。这包括以前排除的功能,例如词性和从Google图书数据集中的动态术语频率中得出的单词稀有度。我们的技术不仅显示出哪些特征适合于政治领域以及如何适用于政治领域,而且还以易于进行概率比较的方式提供了一种易于应用和调整到政治文本中的度量。我们重新分析了国际电联的语料库,以证明使用改进的方法时结论如何不同,包括比较复杂度与协变量的函数的能力。

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