论文标题

LibertyMFD:评估自由道德基础的词典

LibertyMFD: A Lexicon to Assess the Moral Foundation of Liberty

论文作者

Araque, Oscar, Gatti, Lorenzo, Kalimeri, Kyriaki

论文摘要

量化用户生成的文本,新闻或公共话语中表达的道德叙事对于理解个人的关注点和观点并防止暴力抗议和社会两极分化至关重要。道德基础理论(MFT)的开发是为了在五维规模系统中运作道德。该理论的最新发展敦促引入新的基础,自由基金会。直到最近才添加到理论中,没有可用的语言资源来评估文本语料库中是否存在自由。鉴于它对当前的社会问题(例如疫苗接种辩论)的重要性,我们提出了两种数据驱动的方法,这些方法是根据来自具有不同世界观的在线新闻来源的一致文档生成的两个候选词典。经过广泛的实验,我们为研究界做出了贡献,这是一个新颖的词典,它以对比观点对比的个人通过书面文本表达自己的方式来评估自由道德基础。 LibertyMFD词典可以成为政策制定者了解有争议的社会问题(例如疫苗接种,堕胎甚至起义)的各种观点的宝贵工具,并且大规模发生。

Quantifying the moral narratives expressed in the user-generated text, news, or public discourses is fundamental for understanding individuals' concerns and viewpoints and preventing violent protests and social polarisation. The Moral Foundation Theory (MFT) was developed to operationalise morality in a five-dimensional scale system. Recent developments of the theory urged for the introduction of a new foundation, the Liberty Foundation. Being only recently added to the theory, there are no available linguistic resources to assess whether liberty is present in text corpora. Given its importance to current social issues such as the vaccination debate, we propose two data-driven approaches, deriving two candidate lexicons generated based on aligned documents from online news sources with different worldviews. After extensive experimentation, we contribute to the research community a novel lexicon that assesses the liberty moral foundation in the way individuals with contrasting viewpoints express themselves through written text. The LibertyMFD dictionary can be a valuable tool for policymakers to understand diverse viewpoints on controversial social issues such as vaccination, abortion, or even uprisings, as they happen and on a large scale.

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