Using Chain-of-Thought and Self-Consistency prompts, some LLMs removed over half of SAST false positives on a benchmark while missing no genuine weaknesses, and ensembling three models removed about 79%.
Mitigating False Positive Static Analysis Warnings: Progress, Challenges, and Opportunities,
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Towards Effective Complementary Security Analysis using Large Language Models
Using Chain-of-Thought and Self-Consistency prompts, some LLMs removed over half of SAST false positives on a benchmark while missing no genuine weaknesses, and ensembling three models removed about 79%.