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An Empirical Analysis of LLM Usage in Software Engineering Course Projects
Hoyeon Jeong, Jindae Kim
· 0 citations
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Open access
Oct 2026
Inducing Code Change in LLM Self-Debugging: Effects on Program Repair
Execution-guided self-debugging can return unchanged code when revision is requested, and even a changed program may still fail to repair the observed failure. A final pass/fail result alone does not distinguish these different outcomes. We study them using 9790 Python programs generated by six open-weight models on th...
Jindae Kim
· Applied Informatics · 0 citations
Open access
Sep 2026
Reassessing One-Round Test-Time Refinement for Code Generation
The results show that one-round refinement is not inherently beneficial and should be applied only when its expected gain justifies the additional computation and cost.
Jindae Kim
· Applied Informatics · 0 citations