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LLMBisect: Breaking Barriers in Bug Bisection with A Comparative Analysis Pipeline

arXiv — cs.LG•Friday, October 31, 2025 at 4:00:00 AM
PositiveArtificial Intelligence
LLMBisect is making waves in the field of software security by introducing a new comparative analysis pipeline for bug bisection. This innovative approach addresses the limitations of traditional methods, which often assume that the bug-inducing commit and the patch commit affect the same functions. By overcoming these barriers, LLMBisect enhances the accuracy of identifying the source of bugs, ultimately leading to more efficient software development and improved security. This advancement is crucial as it not only streamlines the debugging process but also helps developers maintain the integrity of their software.
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