"It makes you think": Provocations Help Restore Critical Thinking to AI-Assisted Knowledge Work
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Abstract (arXiv)
Recent research suggests that the use of Generative AI tools may result in diminished critical thinking during knowledge work. We study the effect on knowledge work of provocations: brief textual prompts that offer critiques for and propose alternatives to AI suggestions. We conduct a between-subjects study (n=24) in which participants completed AI-assisted shortlisting tasks with and without provocations. We find that provocations can induce critical and metacognitive thinking. We derive five dimensions that impact the user experience of provocations: task urgency, task importance, user expertise, provocation actionability, and user responsibility. We connect our findings to related work on design frictions, microboundaries, and distributed cognition. We draw design implications for critical thinking interventions in AI-assisted knowledge work.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). First posted on arXiv 28 Jan 2025.
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Citing papers per year: 2025: 2; 2026: 2.
4 papers.
- 2025Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wildcited by 25
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- 2026SCAN: A Decision-Making Framework for Effective Task Allocation with Generative AIcited by 0
- 2026SCAN: A Decision-Making Framework for Effective Task Allocation with Generative AI14 Jun 2026
- 2026From Passive Feeds to Guided Discovery: AI-Initiated Interaction for Vague Intent in Content Exploration30 Mar 2026
- 2025Artificial Intelligence Applications in Horizon Scanning for Infectious Diseases3 Dec 2025
- 2025Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild21 May 2025