A 558-task benchmark with SAST and LLM judging shows state-of-the-art LLMs generate vulnerability-free code only about 37% of the time in zero-shot settings.
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SafeGenBench: A Benchmark Framework for Security Vulnerability Detection in LLM-Generated Code
A 558-task benchmark with SAST and LLM judging shows state-of-the-art LLMs generate vulnerability-free code only about 37% of the time in zero-shot settings.