Fake or Real? A Study of Arabic Satirical Fake News

November 01, 2020 ยท Declared Dead ยท ๐Ÿ› International Workshop Rumours and Deception Social Media

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Authors Hadeel Saadany, Emad Mohamed, Constantin Orasan arXiv ID 2011.00452 Category cs.CL: Computation & Language Citations 31 Venue International Workshop Rumours and Deception Social Media Last Checked 4 months ago
Abstract
One very common type of fake news is satire which comes in a form of a news website or an online platform that parodies reputable real news agencies to create a sarcastic version of reality. This type of fake news is often disseminated by individuals on their online platforms as it has a much stronger effect in delivering criticism than through a straightforward message. However, when the satirical text is disseminated via social media without mention of its source, it can be mistaken for real news. This study conducts several exploratory analyses to identify the linguistic properties of Arabic fake news with satirical content. We exploit these features to build a number of machine learning models capable of identifying satirical fake news with an accuracy of up to 98.6%.
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