Effect on academic misconduct arising from unrestricted generative AI
Determine whether deploying Beacon during a live assessed module measurably reduces academic misconduct associated with unrestricted generative AI, including misconduct referrals or flagged submissions attributable to out-of-scope AI-generated content.
References
This remains an anticipated rather than demonstrated benefit of the system.
— Reducing Barriers to Academic Support: Evaluating a Course-Specific RAG System for Addressing Help-Seeking Disparities in Higher Education
(2609.21600 - Gray et al., 18 Sep 2026) in Section 6, Limitations; Section 7, Future Work