Injecting retrieved vulnerability root-cause and fix knowledge into RACG prompts improves generated-code security rates by 20% on average and by 22% to 32% under poisoning, while preserving functional correctness.
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Give LLMs a Security Course: Securing Retrieval-Augmented Code Generation via Knowledge Injection
Injecting retrieved vulnerability root-cause and fix knowledge into RACG prompts improves generated-code security rates by 20% on average and by 22% to 32% under poisoning, while preserving functional correctness.