Structuring Transparency: Developing Domain-Specific Generative AI Declaration Frameworks in Higher Education

Nicholas Micallef, Olga Petrovska

As Generative AI (GenAI) disrupts higher education, institutions increasingly require students to declare AI use. However, generic, binary declarations (e.g., "I used GenAI") fail…