“A Warning is Not Enough. Teach Me How to Spot Deepfakes.”: Testing Media Literacy Interventions for Combating Deepfakes

The rise of generative artificial intelligence (AI) has supercharged the proliferation of multimodal disinformation or so-called “deepfakes.” Through a two-wave online experiment among U.S. residents, we tested media literacy interventions that varied by message content (warning, technique tips, combined) and media format (text, infographic, video) on their effectiveness in combating deepfakes. Findings showed technique tips on how to identify deepfakes improved deepfake detection, perceived AI literacy, and self-efficacy, while the video format was most effective in elevating perceived AI literacy. One week later, the detection accuracies remained consistently high across the board, but perceived AI literacy and self-efficacy decreased in some conditions.

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Publication Details

Journal
Science Communication
Published
2025-11-06
DOI
https://doi.org/10.1177/10755470251382889
Primary Topic
Misinformation and Its Impacts
Type
article
Field-Weighted Citation Impact
0.00
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article

“A Warning is Not Enough. Teach Me How to Spot Deepfakes.”: Testing Media Literacy Interventions for Combating Deepfakes

Guanxiong Huang, Bo Hu
Science Communication
Misinformation and Its Impacts
article

“A Warning is Not Enough. Teach Me How to Spot Deepfakes.”: Testing Media Literacy Interventions for Combating Deepfakes

Guanxiong Huang, Bo Hu
article en

Abstract

The rise of generative artificial intelligence (AI) has supercharged the proliferation of multimodal disinformation or so-called “deepfakes.” Through a two-wave online experiment among U.S. residents, we tested media literacy interventions that varied by message content (warning, technique tips, combined) and media format (text, infographic, video) on their effectiveness in combating deepfakes. Findings showed technique tips on how to identify deepfakes improved deepfake detection, perceived AI literacy, and self-efficacy, while the video format was most effective in elevating perceived AI literacy. One week later, the detection accuracies remained consistently high across the board, but perceived AI literacy and self-efficacy decreased in some conditions.

Science Communication
Macau University of Science and Technology (MO), City University of Hong Kong (HK)
Openalex Percentile: Top 58%
Misinformation and Its Impacts
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