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Human-Generative AI Collaborative Problem-Solving: Critical Thinking Intervention on Reliance Behaviors and Creativity

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Abstract

This study examines the effects of a critical thinking intervention embedded in problem-based learning (PBL) on students’ reliance behaviors on Generative AI and creativity. Participants (N = 226) were assigned to either an experimental condition, which combined authentic instruction, structured dialogue, and AI-supported mentoring to promote students’ critical thinking, or a comparison condition without these components. We collected surveys on trust, critical thinking, and reliance behaviors, and group reports and chat histories. While the intervention did not significantly improve self-reported critical thinking, it reduced thoughtless AI use and adoption of AI-generated content. Importantly, experimental groups produced more creative solutions. These findings underscore how students use AI matters more than whether they use it, highlighting the value of critical thinking interventions.

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