Open access
Aug 2026
Comparative Evaluation of Large Language Models in Computer Programming Education
A comparative analysis of six LLMs for generating formative feedback on introductory Java programs containing predefined defects under controlled conditions reveals substantial cross-model variation, particularly in multi-defect scenarios.
Melina Najimi, Saba Yazdani, Marzieh Ahmadzadeh
· Proceedings of the Canadian... · 0 citations