AIBullisharXiv – CS AI · 10h ago6/10
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VulTriage: Triple-Path Context Augmentation for LLM-Based Vulnerability Detection
Researchers introduce VulTriage, an LLM-based framework that enhances vulnerability detection in source code through triple-path context augmentation combining control flow analysis, vulnerability knowledge retrieval, and semantic summarization. The approach achieves state-of-the-art results on benchmark datasets and demonstrates strong generalization to low-resource scenarios.