Padua Research Archive (University of Padova) · 2021 · 165 citations · 31 references
Public AffairsPolitical CommunicationDigital ForensicsInformation RetrievalPolitical JournalismDigital EvidenceNews MediaSource VerificationExpert JudgmentFact-checking WorkflowsForensicsNon-misleading ClaimsRelevant FactsSocial Media Reporting
The reporting and the analysis of current events around the globe has expanded from professional, editor-lead journalism all the way to citizen journalism. Nowadays, politicians and other key players enjoy direct access to their audiences through social media, bypassing the filters of official cables or traditional media. However, the multiple advantages of free speech and direct communication are dimmed by the misuse of media to spread inaccurate or misleading claims. These phenomena have led to the modern incarnation of the fact-checker - a professional whose main aim is to examine claims using available evidence and to assess their veracity. Here, we survey the available intelligent technologies that can support the human expert in the different steps of her fact-checking endeavor. These include identifying claims worth fact-checking, detecting relevant previously fact-checked claims, retrieving relevant evidence to fact-check a claim, and actually verifying a claim. In each case, we pay attention to the challenges and the potential impact on real-world fact-checking.
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The spread of true and false news online
Soroush Vosoughi, Deb Roy, Sinan Aral · Science · 2018 · 8.4K citations
Information credibility on twitter
Carlos Castillo, Marcelo Mendoza, Bárbara Poblete · 2011 · 2.5K citations
Fake News Detection on Social Media: A Data Mining Perspective
Kai Shu, Amy Sliva, Suhang Wang et al. · arXiv (Cornell University) · 2017 · 600 citations · Full text