假新闻分类的巴西葡萄牙道德基础词典

Flavio Carvalho, H. Okuno, L. Baroni, G. Guedes
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引用次数: 4

摘要

道德基础理论定义了解释人类道德推理及其在决策过程中的作用的基础,包括如何感知和解释信息。与道德价值观有关的一个问题,目前正在臭名昭著的是虚假信息的传播,被称为“假新闻”。在社会科学研究中,自然语言处理技术被用于处理假新闻检测任务。这项工作介绍并详细介绍了MFD-BR的发展,MFD-BR是一个基于道德基础理论的巴西葡萄牙语词汇,旨在衡量文本中的道德情感。它还通过评估道德维度的差异来区分可靠来源文本和来自低声誉来源的文本(由事实核查机构考虑),从而有助于假新闻检测策略。
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A Brazilian Portuguese Moral Foundations Dictionary for Fake News classification
The Moral Foundations Theory defines foundations to explain human moral reasoning and its role in the decision-making process, including how information is perceived and interpreted. A problem related to aspects of moral values that is currently gaining notoriety is the spread of false information known as "Fake News". Natural language processing techniques are being used in social sciences studies to deal with the Fake News detection task. This work introduces and brings details from the development of MFD-BR, a Brazilian Portuguese lexicon based on the Moral Foundations Theory, designed to measure Moral Sentiment in texts. It also contributes to Fake News detection strategies by assessing the difference in moral dimensions to distinguish between reliable sources texts and texts originated from low-reputation sources (considered by fact-checking agencies).
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