Across five LLM-based SE tools and three models, 3-4 repair iterations capture most achievable gains, with diminishing returns thereafter.
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A research roadmap analyzing the current state of search-based software engineering with foundation models, outlining challenges and directions across three integration aspects.
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Is Three the Magic Number? An Empirical Evaluation of LLM-Based Repair Loops
Across five LLM-based SE tools and three models, 3-4 repair iterations capture most achievable gains, with diminishing returns thereafter.
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Search-Based Software Engineering and AI Foundation Models: Current Landscape and Future Roadmap
A research roadmap analyzing the current state of search-based software engineering with foundation models, outlining challenges and directions across three integration aspects.