Abstract: Highlights•CTF, a labelled COVID-19 misinformation dataset.•Cross-SEAN, a new model to curb COVID-19 fake news on Twitter. It is one of the few semi-supervised models introduced for the task of fake news detection.•Detailed analysis of the dataset to unfold the underlying patterns of the COVID-19 related fake tweets.•Chrome-SEAN, a real-world tool (chrome extension) to flag COVID-19 fake news on Twitter.
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