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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 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 Multimodal Emergent Fake News Detection via Meta Neural Process Networks Wang et al. · ACM SIGKDD Conference on Knowledge Discovery… · Deepfakes & multimodal, Detection methods2021 Assessing the Quality of the Datasets by Identifying Mislabeled Samples Pulastya et al. · arXiv · Datasets & evaluation, Detection methods2021 Perceived and Intended Sarcasm Detection with Graph Attention Networks Plepi & Flek · arXiv · Detection methods, LLMs & generative AI2021 Misinformation Detection on YouTube Using Video Captions Jagtap et al. · arXiv · Detection methods, Datasets & evaluation2021 A Heuristic-driven Uncertainty based Ensemble Framework for Fake News Detection in Tweets and News Articles Das 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 A General Language Assistant as a Laboratory for Alignment Askell et al. · arXiv · LLMs & generative AI2021 A Survey of Information Cascade Analysis: Models, Predictions, and Recent Advances Zhou et al. · ACM Computing Surveys · 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 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 MDFEND: Multi-domain Fake News Detection Nan et al. · CIKM '21: The 30th ACM International… · Detection methods, Datasets & evaluation2021 A Survey on Predicting the Factuality and the Bias of News Media Nakov et al. · arXiv · Fact-checking & verification, Datasets & evaluation2021 The Threat of Offensive AI to Organizations Mirsky et al. · ACM Computing Surveys · Platforms, policy & society, Bots & coordinated campaigns2021 DEAP-FAKED: Knowledge Graph based Approach for Fake News Detection Mayank et al. · IEEE/ACM International Conference on Advances… · Detection methods, Datasets & evaluation2021 TruthfulQA: Measuring How Models Mimic Human Falsehoods Lin et al. · arXiv · LLMs & generative AI, Datasets & evaluation2021 FakeBERT: Fake News Detection in Social Media with a BERT-based Deep Learning Approach Kaliyar et al. · Multimedia Tools and Applications · Detection methods, LLMs & generative AI2021 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 & evaluation