A Trust-Adaptive Generative AI Framework for Competency-Centered and Integrity-Preserving Assessment in Higher Education
The rapid integration of generative artificial intelligence (GenAI) into higher education has transformed assessment practices, yet existing systems remain limited in adaptivity, integrity, trust, and fairness. This chapter proposes a novel framework, Trust-Adaptive Generative Assessment for Competency-Aligned Design (...