Abstract: The rapid expansion of online programming exercise platforms has brought abundant learning resources for programming education, but also presents challenges for personalized exercise ...

Abstract: This study explores how different prompting strategies influence student evaluations of programming exercises in computer science education. We analyze six prompting types—Zero-Shot, ...