Reliability Matters: Exploring the Effect of AI Explanations on Misinformation Detection with a Warning
Haeseung Seo,
Sian Lee,
Dongwon Lee
et al.
Abstract:To mitigate misinformation on social media, platforms such as Facebook have offered warnings to users based on the detection results of AI systems. With the evolution of AI detection systems, efforts have been devoted to applying explainable AI (XAI) to further increase the transparency of AI decision-making. Nevertheless, few factors have been considered to understand the effectiveness of a warning with AI explanations in helping humans detect misinformation. In this study, we report the results of three onli… Show more
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