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When the answer arrives too soon.

A preregistered randomized trial in a Turkish high school compared a standard GPT-4 chat interface, a teacher-informed GPT tutor with guardrails, and no generative-AI resource during mathematics study sessions.

AI’s role
The study compared GPT-4 assistance that resembled ordinary chat with a version whose prompts and boundaries were designed with teacher input to support learning.
Documented result
The paper's preregistered primary analysis of unassisted exams found that generative AI without guardrails could harm learning. The teacher-informed guardrailed tutor largely mitigated that negative effect.
Important limitation
The study examined short-term exam outcomes in one high-school mathematics setting.

Source published 2025-06-25 · Bright published 2026-09-07 · Evidence and limitations

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