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GUIDEUnderstanding fake news, misinformation & disinformation

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2021 Shifting attention to accuracy can reduce misinformation online Pennycook et al. · Nature · Psychology & interventions, Platforms, policy & society2021 Belief Evolution Network-based Probability Transformation and Fusion Zhou et al. · arXiv · Detection methods, LLMs & generative AI2021 On the Opportunities and Risks of Foundation Models Bommasani et al. · arXiv · LLMs & generative AI, Deepfakes & multimodal2021 Prevalence of Health Misinformation on Social Media: Systematic Review Suarez-Lledo & Alvarez-Galvez · Journal of Medical Internet Research · Spread & networks, Platforms, policy & society2021 The Gospel According to Q: Understanding the QAnon Conspiracy from the Perspective of Canonical Information Papasavva et al. · 16th International AAAI Conference on Web and… · Spread & networks, Psychology & interventions2021 The Threat of Offensive AI to Organizations Mirsky et al. · ACM Computing Surveys · Platforms, policy & society, Bots & coordinated campaigns2021 Truthful AI: Developing and Governing AI That Does Not Lie Evans et al. · arXiv · LLMs & generative AI, Platforms, policy & society2021 Causal Understanding of Fake News Dissemination on Social Media Cheng et al. · ACM SIGKDD Conference on Knowledge Discovery… · Spread & networks, Detection methods2021 News literacy, social media behaviors, and skepticism toward information on social media Vraga & Tully · Information, Communication & Society · Psychology & interventions, Spread & networks2021 Cognitive reflection correlates with behavior on Twitter Mosleh et al. · Nature Communications · Psychology & interventions, Spread & networks2021 Does Media Literacy Help Identification of Fake News? Information Literacy Helps, but Other Literacies Don't Jones-Jang et al. · American Behavioral Scientist · Psychology & interventions, Platforms, policy & society2021 Examining the consumption of radical content on YouTube Hosseinmardi et al. · PNAS · Spread & networks, Platforms, policy & society2021 The echo chamber effect on social media Cinelli et al. · National Academy of Sciences · Spread & networks, Platforms, policy & society2020 A first look at COVID-19 information and misinformation sharing on Twitter Singh et al. · arXiv · Spread & networks, Platforms, policy & society2020 Exposure to untrustworthy websites in the 2016 US election Guess et al. · Nature Human Behaviour · Spread & networks, Platforms, policy & society2020 Assessing the risks of 'infodemics' in response to COVID-19 epidemics Gallotti et al. · Nature Human Behaviour · Spread & networks, Platforms, policy & society2020 Types, Sources, and Claims of COVID-19 Misinformation Brennen et al. · Reuters Institute for the Study of… · Fact-checking & verification, Platforms, policy & society2020 TextAttack: A Framework for Adversarial Attacks, Data Augmentation, and Adversarial Training in NLP Morris et al. · arXiv · LLMs & generative AI, Detection methods2020 A Survey of the State of Explainable AI for Natural Language Processing Danilevsky et al. · arXiv · LLMs & generative AI, Detection methods2020 Language Models are Few-Shot Learners Brown et al. · NeurIPS 2020 · LLMs & generative AI, Platforms, policy & society2020 Inoculating Against Fake News About COVID-19 van der Linden et al. · Frontiers in Psychology · Psychology & interventions, Platforms, policy & society2020 A Survey on Computational Propaganda Detection San Martino et al. · arXiv · Detection methods, Spread & networks2020 A Decade of Social Bot Detection Cresci · Communications of the ACM · Bots & coordinated campaigns, Datasets & evaluation2020 The COVID-19 Social Media Infodemic Cinelli et al. · arXiv · Spread & networks, Platforms, policy & society