GenLoc integrates semantic retrieval and LLM-based iterative code exploration to outperform prior IRBL and LLM methods on Java and Python bug localization benchmarks.
Can llms demystify bug reports?
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GitBugs is a new aggregated dataset of 150k+ bug reports from nine projects, standardized for ML tasks including duplicate detection and triage.
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Towards Explorative IRBL: Combining Semantic Retrieval with LLM-driven Iterative Code Exploration
GenLoc integrates semantic retrieval and LLM-based iterative code exploration to outperform prior IRBL and LLM methods on Java and Python bug localization benchmarks.
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GitBugs: Bug Reports for Duplicate Detection, Retrieval Augmented Generation, Triage, and More
GitBugs is a new aggregated dataset of 150k+ bug reports from nine projects, standardized for ML tasks including duplicate detection and triage.