VulnLens uses structured explanations for binary vuln detection
On a 526-function PrimeVul test set it reported 75.5% accuracy and 77.2% F1, ahead of DeepSeek V4 Pro and Gemini 2.5 Pro on those metrics.
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On a 526-function PrimeVul test set it reported 75.5% accuracy and 77.2% F1, ahead of DeepSeek V4 Pro and Gemini 2.5 Pro on those metrics.
On PrimeVul, REVA with GLM-5.3-Flash matches VulTriage accuracy while running over 250 times faster.
Across 16,572 audits of PrimeVul pairs, true static-analysis notes barely helped, while fabricated assurances cut real-bug detection by up to 19 points.
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