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20242026
most citedVulnLLMEval: A Framework for Evaluating Large Language Models in Software Vulnerability Detection and Patching

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cs.CR2026

Calibration Without Comprehension: Diagnosing the Limits of Fine-Tuning LLMs for Vulnerability Detection in Systems Software

Arastoo Zibaeirad, Marco Vieira

Whether LLMs scoring well on vulnerability benchmarks genuinely reason about security or merely pattern-match on contaminated data remains unresolved. We present CWE-Trace, a frame…