论文标题
风格,内容和想法的成功
Style, Content, and the Success of Ideas
论文作者
论文摘要
为什么有些事情在思想市场上取得成功?尽管有些人认为内容可以取得成功,但另一些人则认为风格或思想的展示方式也起着重要的作用。为了对风格的重要性进行严格的测试,我们在内容应至关重要的情况下进行研究:学术研究。虽然科学家经常将写作视为传达毫无开动的真理的一种无私的方式,但多方法调查表明,写作风格塑造了影响。将样式与内容分开可能很困难,因为倾向于使用某些语言的论文也可能会写出某些主题。因此,我们专注于与样式相关的独特单词(即函数词,例如“和”,“ the the,”和“ on”),这些单词完全没有内容。来自一系列学科的近30,000篇文章的自然语言处理发现单词可以解释语言对引文的影响的13-27%。辅助分析探讨了功能词的特定类别,以暗示样式的重要性,突出写作简单,个人语音和时间视角的作用。实验进一步强调了样式的因果影响。结果表明,如何增强交流的影响并突出自然语言处理对理解思想成功的价值。
Why do some things succeed in the marketplace of ideas? While some argue that content drives success, others suggest that style, or the way ideas are presented, also plays an important role. To provide a stringent test of style's importance, we examine it in a context where content should be paramount: academic research. While scientists often see writing as a disinterested way to communicate unobstructed truth, a multi-method investigation indicates that writing style shapes impact. Separating style from content can be difficult as papers that tend to use certain language may also write about certain topics. Consequently, we focus on a unique class of words linked to style (i.e., function words such as "and," "the," and "on") that are completely devoid of content. Natural language processing of almost 30,000 articles from a range of disciplines finds that function words explain 13-27% of language's impact on citations. Ancillary analyses explore specific categories of function words to suggest how style matters, highlighting the role of writing simplicity, personal voice, and temporal perspective. Experiments further underscore the causal impact of style. The results suggest how to boost communication's impact and highlight the value of natural language processing for understanding the success of ideas.