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GUIDEUnderstanding fake news, misinformation & disinformation

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2022 "This is Fake! Shared it by Mistake": Assessing the Intent of Fake News Spreaders Zhou et al. · ACM Web Conference 2022 · Spread & networks, Detection methods2022 All the News That's Fit to Fabricate: AI-Generated Text as a Tool of Media Misinformation Kreps et al. · Journal of Experimental Political Science · LLMs & generative AI, Detection methods2022 Atlas: Few-shot Learning with Retrieval Augmented Language Models Izacard et al. · arXiv · LLMs & generative AI, Fact-checking & verification2022 Discovering Latent Knowledge in Language Models Without Supervision Burns et al. · arXiv · LLMs & generative AI, Detection methods2022 Botometer 101: Social bot practicum for computational social scientists Yang et al. · arXiv · Bots & coordinated campaigns, Datasets & evaluation2022 Red Teaming Language Models with Language Models Perez et al. · arXiv · LLMs & generative AI, Bots & coordinated campaigns2022 Discovering Language Model Behaviors with Model-Written Evaluations Perez et al. · LLMs & generative AI, Datasets & evaluation2022 Causal Machine Learning: A Survey and Open Problems Kaddour et al. · arXiv · LLMs & generative AI, Detection methods2022 A Comprehensive Survey on Trustworthy Recommender Systems Fan et al. · ACM Computing Surveys · Platforms, policy & society, Detection methods2022 Toxicity Detection with Generative Prompt-based Inference Wang & Chang · arXiv · Detection methods, LLMs & generative AI2022 Deepfake Detection: A Systematic Literature Review Rana et al. · IEEE Access · Deepfakes & multimodal, Datasets & evaluation2022 NELA-GT-2022: A Large Multi-Labelled News Dataset for The Study of Misinformation in News Articles Gruppi et al. · arXiv · Datasets & evaluation, Detection methods2022 Real or Fake Text?: Investigating Human Ability to Detect Boundaries Between Human-Written and Machine-Generated Text Dugan et al. · arXiv · LLMs & generative AI, Detection methods2022 Right-Wing YouTube: A Supply and Demand Perspective Munger & Phillips · The International Journal of Press/Politics · Spread & networks, Platforms, policy & society2022 The psychological drivers of misinformation belief and its resistance to correction Ecker et al. · Nature Reviews Psychology · Psychology & interventions, Fact-checking & verification2021 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 & evaluation