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AI Credibility Signals Outrank Institutions and Engagement in Shaping News Perception on Social Media

Published: November 4, 2025 | arXiv ID: 2511.02370v1

By: Adnan Hoq, Matthew Facciani, Tim Weninger

Potential Business Impact:

AI scores change how people trust news.

Business Areas:
Social News Media and Entertainment

AI-generated content is rapidly becoming a salient component of online information ecosystems, yet its influence on public trust and epistemic judgments remains poorly understood. We present a large-scale mixed-design experiment (N = 1,000) investigating how AI-generated credibility scores affect user perception of political news. Our results reveal that AI feedback significantly moderates partisan bias and institutional distrust, surpassing traditional engagement signals such as likes and shares. These findings demonstrate the persuasive power of generative AI and suggest a need for design strategies that balance epistemic influence with user autonomy.

Country of Origin
🇺🇸 United States

Page Count
12 pages

Category
Computer Science:
Human-Computer Interaction