Do Fine-Tuned LLMs Understand Vulnerabilities? An Investigation into the Semantic Trap

Feiyang Huang, Yuqiang Sun, Fan Zhang +3

Large Language Models (LLMs) have shown promising performance in software vulnerability detection, particularly after domain-specific Supervised Fine-Tuning (SFT). However, it rema…