Poster: Rethinking Security in LLM Code Generation through Real-World Risk Scenarios

arXiv:2607.23088 · cs.CR, cs.AI · Submitted 2026-07-25 · Read on arXiv

Lixun Ma, Ruolong Ma, Bei Wang, Feng Wei, Zhenguang Liu, Lorenzo Cavallaro, Wentao Chen

cs.CR, cs.AI

Submitted: 2026-07-25

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Benchmark — 12× in this paper · explained in 2 episodes
Analyzer — 4× in this paper · explained in 1 episode
Common Weakness Enumeration — 3× in this paper
Large Language Models (LLMs) — 3× in this paper · explained in 6 episodes
Robustness — 2× in this paper · explained in 5 episodes
Symposium on Security and Privacy — 2× in this paper
Fine-Tuning — 1× in this paper · explained in 5 episodes
RAG — 1× in this paper · explained in 3 episodes

Sources

Evaluating Large Language Models Trained on Code

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