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Towards the Identification of Fake News in Portuguese

机译:在葡萄牙语中识别假新闻

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All over the world, many initiatives have been taken to fight fake news. Governments (e.g., France, Germany, United Kingdom and Spain), on their own way, started to take action regarding legal accountability for those who manufacture or propagate fake news. Different media outlets have also taken a multitude of initiatives to deal with this phenomenon, such as the increase of discipline, accuracy and transparency of publications made internally. Some structural changes have lately been made in said companies and entities in order to better evaluate news in general. As such, many teams were built entirely to fight fake news - the so-called "fact-checkers". These have been adopting different techniques in order to do so: from the typical use of journalists to find out the true behind a controversial statement, to data-scientists that apply forefront techniques such as text mining and machine learning to support the journalista??s decisions. Many of these entities, which aim to maintain or improve their reputation, started to focus on high standards for quality and reliable information, which led to the creation of official and dedicated departments for fact-checking. In this revision paper, not only will we highlight relevant contributions and efforts across the fake news identification and classification status quo, but we will also contextualize the Portuguese language state of affairs in the current state-of-the-art.
机译:在世界各地,许多举措都被采取了打假新闻。各国政府(例如,法国,德国,英国和西班牙)在自己的方式开始对那些制造或传播假新闻的人来说,开始采取行动。不同的媒体网点也承担了若要处理这种现象的举措,例如在内部提出的纪律,准确性和透明度的增加。最近在所述公司和实体中进行了一些结构变化,以便更好地评估一般的新闻。因此,许多团队完全建立起来争夺假新闻 - 所谓的“事实 - 跳棋”。这些都是采用不同的技术来实现:从典型使用记者中找到一个有争议的陈述背后的真实,向数据库科学家们应用前列技术,如文本挖掘和机器学习,支持答复课程决定。其中许多实体,旨在维护或提高他们的声誉,开始关注质量和可靠信息的高标准,这导致了官方和专门部门的事实检查。在这篇修订论文中,我们不仅会突出虚假新闻识别和分类现状的相关贡献和努力,但我们还将在当前最先进的葡萄牙语状态上进行全面化。

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