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Paper · arXiv

Promoting Critical Thinking With Domain-Specific Generative AI Provocations

The evidence on the effects of generative AI (GenAI) on critical thinking is mixed, with studies suggesting both potential harms and benefits depending on its implementation. Some argue that AI-driven provocations, such as questions asking for human clarification and justification, are beneficial for eliciting critical thinking. Drawing on our experience designing and evaluating two GenAI-powered tools for knowledge work, ArtBot in the domain of fine art interpretation and Privy in the domain of AI privacy, we reflect on how design decisions shape the form and effectiveness of such provocations. Our observations and user feedback suggest that domain-specific provocations, implemented thro...

AuthorsThomas Şerban von Davier, Hao-Ping Lee, Jodi Forlizzi et al.
Primary categorycs.HC
Published20 March 2026
Last updated at source20 March 2026
cs.HCcs.AI
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