2020
ACL
ACL 2020
NLP-based Feature Extraction for the Detection of COVID-19 Misinformation Videos on YouTube
Abstract
AbstractWe present a simple NLP methodology for detecting COVID-19 misinformation videos on YouTube by leveraging user comments. We use transfer learning pre-trained models to generate a multi-label classifier that can categorize conspiratorial content. We use the percentage of misinformation comments on each video as a new feature for video classification.
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Interdisciplinary Bridge
— Artificial Intelligence and Deep Learning and Machine Learning
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Hot Topic Early Bird
— misinformation detection
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Cross-Pollinator
— Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics, Security & Privacy, Speech & Audio