Warning About AI Fallibility Increases Help-Seeking in an Intelligent Tutoring System
Nagashima et al. (2026) — ArXiv. 📄 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-ris...