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◆ Journal of Behavioral and Experimental Economics2026-03-17· Deception

The Good, the Bad, and the Ugly: The Role of AI Quality Disclosure in Deception Detection

Haimanti Bhattacharya, Subhasish Dugar, Sanchaita Hazra, Bodhisattwa Prasad Majumder

原始摘要(英文原文)· Original abstract
We investigate how low-quality AI advisors, lacking quality disclosures, can help spread text-based deception while seeming to help people detect deception. Participants in our experiment discern truth from deceitful material by evaluating transcripts from a game show that mimicked deceptive social media exchanges on topics with objective truths. We find that when relying on low-quality advisors without disclosures, participants’ truth-detection rates fall below their own abilities, which recovered once the AI’s true effectiveness was revealed. Conversely, high-quality advisor enhances deception detection, regardless of disclosure. We discover that participants’ expectations about AI capabilities contribute to their undue reliance on opaque, low-quality advisors.
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