Ke-Fu Chen

Auditing GenAI–Student Grade Claims on Public Datasets: Nested Controls, Frozen Thresholds, and Claim Labels

A construct-audit protocol that treats associational claim survival as a reproducible labeling task and can withhold GenAI–GPA claims when absolute gates fail, and a six-step laptop workflow is specified so educational researchers can apply the same checks without reproducing the full validation schedule.