Social Media Semantics: Enhancing Manipulated Media Detection Through An Artificial Intelligence Weakness

As fake news and disinformation continue to proliferate in digital journalism, the development of artificial intelligence (AI) analytics to identify synthetic content inconsistencies is increasingly important. This study explores trained AI analytics’ struggle to detect semantic gaps within AI-generated media. Findings reinforce human semantic capabilities and a direction for detection tools. AI analytics designed for semantic detection-related tasks are evaluated through the application of the Theory of Content Consistency, with insights for combatting social media news truth erosion.

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Publication Details

Journal
Electronic News
Published
2025-07-16
DOI
https://doi.org/10.1177/19312431251355220
Citations
1
Primary Topic
Misinformation and Its Impacts
Type
article
Field-Weighted Citation Impact
4.20

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article

Social Media Semantics: Enhancing Manipulated Media Detection Through An Artificial Intelligence Weakness

Regina Luttrell, Jason Davis, Carrie Welch
1 citations
Electronic News
Misinformation and Its Impacts
4.20
article

Social Media Semantics: Enhancing Manipulated Media Detection Through An Artificial Intelligence Weakness

Regina Luttrell, Jason Davis, Carrie Welch
article en
1 citations

Abstract

As fake news and disinformation continue to proliferate in digital journalism, the development of artificial intelligence (AI) analytics to identify synthetic content inconsistencies is increasingly important. This study explores trained AI analytics’ struggle to detect semantic gaps within AI-generated media. Findings reinforce human semantic capabilities and a direction for detection tools. AI analytics designed for semantic detection-related tasks are evaluated through the application of the Theory of Content Consistency, with insights for combatting social media news truth erosion.

Electronic NewsVol. 20(1)
Syracuse University (US)
Defense Advanced Research Projects Agency
Openalex Percentile: Top 7%
Misinformation and Its Impacts
4.20
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Social Media Semantics: Enhancing Manipulated Media Detection Through An Artificial Intelligence Weakness — Regina Luttrell, Jason Davis, et al. · Electronic News (2025) | TGRS Research Map | TGRS