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preprint · arXiv (cs.HC, cs.CY), 2026 · Nov 4, 2026

Sure Enough to Share? Overconfidence in GenAI Video Discernment is Associated with Sharing Intentions

Haoning Xue, Sijia Qian, Christopher Calabrese, Cuihua Shen, Laramie Taylor, Yixuan Wang

In plain English

In an online study of 973 people judging whether videos were AI-generated, average accuracy was 62.5%, and people who were overly certain in their judgments were more likely to share videos and to label AI videos as human-made. The authors argue metacognition should be part of media-literacy efforts.

deepfakes
trust
ethics
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