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Hai-Peng Qu

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#software testing Preprint Oct 2026

GRAML: Graph-Grounded Reasoning and Multi-Task Learning for LLM-Based Software Vulnerability Detection

GRAML, a framework that combines graph evidence, vulnerability description generation, and multi-task training, is proposed, and practical guidance for building more reliable and secure software engineering systems with large language models is provided.

Ruo-Han Li, Miao-Qing Tian, Hai-Peng Qu et al. · 0 citations

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