Security Vulnerability Patterns in AI-Generated Code: A Cross-Model Comparative Study

arXiv:2607.20713 · cs.CR, cs.SE · Submitted 2026-07-22 · Read on arXiv

Shanna M. Kahn, John D. Hastings

cs.CR, cs.SE

Submitted: 2026-07-22

Comments: 9 pages, 9 figures, 2 tables

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

Terminology

Alignment — 3× in this paper · explained in 1 episode
Consistency — 3× in this paper · explained in 3 episodes
Common Vulnerability Scoring System — 2× in this paper
Prompt Engineering — 2× in this paper · explained in 4 episodes
Verification — 2× in this paper · explained in 2 episodes
Benchmark — 1× in this paper · explained in 2 episodes
Benchmarking — 1× in this paper · explained in 4 episodes
Formal Verification — 1× in this paper · explained in 2 episodes
Forum of Incident Response and Security Teams — 1× in this paper
Foundation Model — 1× in this paper · explained in 3 episodes
Foundation Models — 1× in this paper · explained in 7 episodes
Generative AI — 1× in this paper · explained in 2 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
Open Worldwide Application Security Project — 1× in this paper

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