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Jinyang Li

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#artificial intelligence Preprint Sep 2026

CS-Guard: Benchmarking LLM Guardrails for Code Generation Security

CS-Guard, the first benchmark to systematically evaluate guardrails for code generation security, finds that current guardrails perform poorly against malicious code-generation re- quests, and uses a modular three-layer guardrail taxonomy that lets developers register guardrails for evaluation.

Jinyang Li, Ming-Yu Guo, Hung X. Nguyen · 0 citations