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The artificial intelligence disclosure penalty: Humans persistently devalue AI-generated creative writing
Manav Raj1, Justin M Berg2, Rob Seamans3
1Wharton School, University of Pennsylvania.
Journal of Experimental Psychology. General
|January 8, 2026
Summary
People consistently rate creative writing lower when they know it was made by artificial intelligence (AI). This AI disclosure penalty, linked to perceived authenticity, is difficult to overcome.
Area of Science:
- Psychology
- Human-Computer Interaction
- Artificial Intelligence Ethics
Background:
- Preliminary evidence suggests negative human reactions to AI-generated creative works.
- Understanding the robustness and persistence of these reactions is limited.
Purpose of the Study:
- To examine how disclosure of AI authorship affects evaluations of creative writing.
- To investigate the mediators and moderators of the AI disclosure effect.
Main Methods:
- Conducted 16 preregistered experiments with 27,491 participants.
- Assessed creative writing evaluations based on perceived AI vs. human authorship.
- Analyzed mediation by perceived authenticity and persistence across conditions.
Main Results:
- A consistent "AI disclosure penalty" was observed, decreasing evaluations when AI authorship was disclosed.
- The effect was mediated by lower perceived authenticity.
- The penalty persisted across various metrics, contexts, content types, and interventions.
Conclusions:
- AI disclosure significantly lowers the perceived quality of creative writing.
- The negative impact of AI disclosure on creative writing evaluation is persistent and difficult to mitigate.
- Perceived authenticity is a key factor in the AI disclosure penalty.
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