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GUIDEUnderstanding fake news, misinformation & disinformation

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2021 Measuring the impact of COVID-19 vaccine misinformation on vaccination intent in the UK and USA Loomba et al. · Nature Human Behaviour · Psychology & interventions, Platforms, policy & society2021 A Survey on Automated Fact-Checking Guo et al. · arXiv · Fact-checking & verification, Detection methods2021 Prevalence of Health Misinformation on Social Media: Systematic Review Suarez-Lledo & Alvarez-Galvez · Journal of Medical Internet Research · Spread & networks, Datasets & evaluation2021 Hierarchical Multi-head Attentive Network for Evidence-aware Fake News Detection Vo & Lee · arXiv · Detection methods, LLMs & generative AI2021 Prevalence of Health Misinformation on Social Media: Systematic Review Suarez-Lledo & Alvarez-Galvez · Journal of Medical Internet Research · Spread & networks, Platforms, policy & society2021 A Survey on Predicting the Factuality and the Bias of News Media Nakov et al. · arXiv · Fact-checking & verification, Datasets & evaluation2021 TruthfulQA: Measuring How Models Mimic Human Falsehoods Lin et al. · arXiv · LLMs & generative AI, Datasets & evaluation2021 Towards Fine-Grained Reasoning for Fake News Detection Jin et al. · ACL · Detection methods, LLMs & generative AI2021 A Survey on Stance Detection for Mis- and Disinformation Identification Hardalov et al. · arXiv · Fact-checking & verification, Datasets & evaluation2021 Truthful AI: Developing and Governing AI That Does Not Lie Evans et al. · arXiv · LLMs & generative AI, Platforms, policy & society2021 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 & society2020 A first look at COVID-19 information and misinformation sharing on Twitter Singh et al. · arXiv · 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 Generating Fact Checking Explanations Atanasova et al. · arXiv · Detection methods, Fact-checking & verification2020 A large-scale COVID-19 Twitter chatter dataset for open scientific research - an international collaboration Banda et al. · arXiv · Datasets & evaluation, Spread & networks2020 Where Are the Facts? Searching for Fact-checked Information to Alleviate the Spread of Fake News Vo & Lee · arXiv · Fact-checking & verification, Detection methods2020 Inoculating Against Fake News About COVID-19 van der Linden et al. · Frontiers in Psychology · Psychology & interventions, Platforms, policy & society2020 Fighting an Infodemic: COVID-19 Fake News Dataset Patwa et al. · Springer · Datasets & evaluation, Detection methods2020 CoAID: COVID-19 Healthcare Misinformation Dataset Cui & Lee · arXiv · Datasets & evaluation, Spread & networks2020 The COVID-19 Social Media Infodemic Cinelli et al. · arXiv · Spread & networks, Platforms, policy & society2020 A Picture Paints a Thousand Lies? The Effects and Mechanisms of Multimodal Disinformation and Rebuttals Disseminated via Social Media Hameleers et al. · Political Communication · Deepfakes & multimodal, Fact-checking & verification2020 Social media and vaccine hesitancy Wilson & Wiysonge · BMJ Global Health · Platforms, policy & society, Spread & networks2020 Fact-Checking: A Meta-Analysis of What Works and for Whom Walter et al. · Political Communication · Fact-checking & verification, Psychology & interventions