Artificial intelligence is rapidly transforming the landscape of programming education . Tools can now generate syntactically correct code within seconds .

Abstract: Automated program repair (APR) research has entered the era of large language models (LLM), and researchers have conducted several empirical studies to explore the repair capabilities of ...