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cs.HC2026
'A bit of chaos and madness': The AI Assessment Scale and the work of assessment reform
Mike Perkins, Darius Postma, Jasper Roe +2
Generative artificial intelligence (GenAI) has intensified pressure on universities to redesign assessment while maintaining integrity, equity, and validity. Structured frameworks…
cs.HC2026
Dramaturgies of Deception: AI Humanizers and the Performance of Legitimacy in Higher Education Assessment
Jasper Roe, Mike Perkins, Peter Bannister +2
Artificial intelligence (AI) has disrupted assessment in higher education and accelerated a cycle of compounding performances. Institutional policies demand the demonstration of in…