Automated grading of Linux/bash examinations using large language models: a four-level cognitive taxonomy approach

Manuel Alonso-Carracedo, Ruben Fernandez-Boullon, Pedro Celard +2

Scalable and reliable grading of command-line examinations remains a challenge in computing education, where rising enrolments make manual marking difficult and rule-based autograd…