CommitSuite is a large benchmark for commit classification and message generation that includes AST-level changes and LLM annotations, together with a reference-free evaluation framework achieving 0.849 Cohen's Kappa with humans.
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cs.SE 2years
2026 2verdicts
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XSearch achieves explainable code search by breaking queries into functional concepts and matching them directly to code statements, delivering large gains on out-of-distribution benchmarks.
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CommitSuite: A Comprehensive Benchmark for Commit Classification and Message Generation
CommitSuite is a large benchmark for commit classification and message generation that includes AST-level changes and LLM annotations, together with a reference-free evaluation framework achieving 0.849 Cohen's Kappa with humans.
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XSearch: Explainable Code Search via Concept-to-Code Alignment
XSearch achieves explainable code search by breaking queries into functional concepts and matching them directly to code statements, delivering large gains on out-of-distribution benchmarks.