Warning About AI Fallibility Increases Help-Seeking in an Intelligent Tutoring System

Created: 2026-06-03 | Tags: intelligent-tutoringstudent-experiencehallucination-risktrust-calibration

Nagashima et al. (2026) โ€” ArXiv. ๐Ÿ“„ Full text (arXiv)

Lightweight transparency cues (warnings about possible AI errors) increased hint requests in a math ITS, likely due to responsibility shifting or verification needs. intelligent-tutoring, student-experience, hallucination-risk, scaffolding, active-learning.

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Citation

APA: Nagashima et al. (2026). Warning About AI Fallibility Increases Help-Seeking in an Intelligent Tutoring System. arXiv:2606.03822.