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The Semantic Trap: Do Fine-Tuned LLMs Learn Vulnerability Root Cause or Just Functional Pattern?

🗓️ 30 Jan 2026 00:00:00Reported by Yuqiang Sun, Fan Zhang, Ziqi Yang, Han Liu, Yang Liu, Feiyang HuangType 
packetstormnews
 packetstormnews
🔗 packetstorm.news👁 12 Views

Fine-tuned large language models mislearn vulnerability semantics; TrapEval reveals reliance on functional patterns over root cause.

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