How Secure is Secure Code Generation? Adversarial Prompts Put LLM Defenses to the Test

Melissa Tessa, Iyiola E. Olatunji, Aicha War +2

Recent secure code generation methods, using vulnerability-aware fine-tuning, prefix-tuning, and prompt optimization, claim to prevent LLMs from producing insecure code. However, t…