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Optimization is better than generation: Optimizing commit message leveraging human-written commit message

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

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cs.SE 2

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2026 2

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UNVERDICTED 2

representative citing papers

Insights into Security-Related AI-Generated Pull Requests

cs.SE · 2026-04-21 · unverdicted · novelty 6.0

AI-generated security pull requests frequently contain a small set of recurring weaknesses, with many flawed ones merged and rejections driven by process factors rather than technical issues.

citing papers explorer

Showing 2 of 2 citing papers.

  • XSearch: Explainable Code Search via Concept-to-Code Alignment cs.SE · 2026-05-15 · unverdicted · none · ref 42

    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.

  • Insights into Security-Related AI-Generated Pull Requests cs.SE · 2026-04-21 · unverdicted · none · ref 41

    AI-generated security pull requests frequently contain a small set of recurring weaknesses, with many flawed ones merged and rejections driven by process factors rather than technical issues.