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A Survey on Computational Propaganda Detection

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arxiv 2007.08024 v1 pith:NJWP3XVJ submitted 2020-07-15 cs.CL cs.IRcs.LG

classification cs.CLcs.IRcs.LG
keywords propagandacomputationaldetectioninfluencingnetworknetworkssocialsurvey
verification ladder T0 review T1 audit T2 compute T3 formal

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Propaganda campaigns aim at influencing people's mindset with the purpose of advancing a specific agenda. They exploit the anonymity of the Internet, the micro-profiling ability of social networks, and the ease of automatically creating and managing coordinated networks of accounts, to reach millions of social network users with persuasive messages, specifically targeted to topics each individual user is sensitive to, and ultimately influencing the outcome on a targeted issue. In this survey, we review the state of the art on computational propaganda detection from the perspective of Natural Language Processing and Network Analysis, arguing about the need for combined efforts between these communities. We further discuss current challenges and future research directions.

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Cited by 1 Pith paper

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    TikTok's current research data access is insufficient to study election-related systemic risks under the EU Digital Services Act, based on a case study of the 2024 Romanian presidential election.

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