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Project

Fact-O-Meter

Anku Rani

Fact-O-Meter is an AI-powered conversational system designed to enhance critical discernment of visual misinformation. It encourages you to estimate the veracity of news content featuring images and headlines, which can be a foundation for developing more thoughtful engagement with potentially misleading media. We employ forensic image analysis, persuasive dialogue techniques, belief assessment, and reflective questioning to enhance human thinking.

Abstract

Given the growing prevalence of fake information, including increasingly realistic AI-generated news, there is an urgent need to train people to better evaluate and detect misinformation.
While interactions with AI have been shown to durably reduce people's beliefs in false information, it is unclear whether these interactions also teach people the skills to discern false information themselves. We conducted a month-long study where 67 participants classified news headline-image pairs as real or fake, discussed their assessments with an AI system, followed by an unassisted evaluation of unseen news items to measure accuracy before, during, and after AI assistance. While AI assistance produced immediate improvements during AI-assisted sessions (+21% average), participants' unassisted performance on new items declined significantly by week 4 (-15.3%). These results indicate that while AI may help immediately, it ultimately degrades long-term misinformation detection abilities.

 Study overview showing the dependency paradox (where AI assistance provides immediate benefits but undermines long-term capabilities to distinguish real and fake news items without AI assistance). Participants evaluated news items before AI interaction (A), received AI assistance containing evidence with a persuasive response from AI (B), and then evaluated new news items without AI (C). While AI assistance improved immediate performance (+21%), misinformation detection skills without AI assistance on new news items declined over time (-15.3%), revealing this concerning effect.

Please read more about the work here.