cs.AI updates on arXiv.org 07月25日 12:28
Quantifying the Uniqueness and Divisiveness of Presidential Discourse
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本文基于大型语言模型,提出独特性度量指标,分析美国总统演讲风格差异,发现特朗普的演讲模式与历史主要党派候选人存在显著差异,其独特性值更接近民主党。

arXiv:2401.01405v2 Announce Type: replace-cross Abstract: Do American presidents speak discernibly different from each other? If so, in what ways? And are these differences confined to any single medium of communication? To investigate these questions, this paper introduces a novel metric of uniqueness based on large language models, develops a new lexicon for divisive speech, and presents a framework for assessing the distinctive ways in which presidents speak about their political opponents. Applying these tools to a variety of corpora of presidential speeches, we find considerable evidence that Donald Trump's speech patterns diverge from those of all major party nominees for the presidency in recent history. Trump is significantly more distinctive than his fellow Republicans, whose uniqueness values appear closer to those of the Democrats. Contributing to these differences is Trump's employment of divisive and antagonistic language, particularly when targeting his political opponents. These differences hold across a variety of measurement strategies, arise on both the campaign trail and in official presidential addresses, and do not appear to be an artifact of secular changes in presidential communications.

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特朗普 演讲风格 独特性 政治对手 语言模型
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