Author

Brendan Dolan-Gavitt

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Open access 2026

From Trace to Line: An Empirical Study of What Drives LLM-Based OSS Vulnerability Localization

This paper introduces T2L (Trace-to-Line), a reproducible research framework that narrows repository-scale code into candidate vulnerable lines through AST-based chunking, structured diagnostic information collection, and evidence-guided refinement that improves trace-to-line localization.

Hao-Ran Xi, Ming-Hao Shao, Brendan Dolan-Gavitt et al. · IEEE Access · 0 citations