Learners’ perceptions of feedback on writing are increasingly important, as Japanese universities incorporate more English-language curricula to deliver academic content. Using Rasch and Bayesian analyses of survey data from undergraduates (N = 247), this study explores learner views about AI-mediated feedback, underscoring the enduring importance of humans in evolving technological landscapes.
