AI-Assisted Cybersecurity Policy Assessment: Evidence Grounding, Coverage Gaps, and Implications for Security Management

arXiv:2605.07515 · cs.CR · Submitted 2026-05-08 · Read on arXiv

cs.CR

Submitted: 2026-05-08

Updated: 2026-09-28

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

Terminology

• RAG — 11× in this paper · explained in 3 episodes
• Alignment — 9× in this paper · explained in 1 episode
• Grounding — 8× in this paper · explained in 3 episodes
• Robustness — 8× in this paper · explained in 5 episodes
• Aggregation — 6× in this paper · explained in 1 episode
• Consistency — 6× in this paper · explained in 3 episodes
• Calibration — 5× in this paper · explained in 7 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Accuracy — 4× in this paper · explained in 1 episode
• Explainability — 4× in this paper · explained in 3 episodes
• Generative AI — 4× in this paper · explained in 2 episodes
• Structured Reasoning — 4× in this paper · explained in 3 episodes
• Access Control — 3× in this paper
• F1 Score — 3× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 3× in this paper · explained in 6 episodes
• Semantic Alignment — 3× in this paper · explained in 3 episodes
• AI Agents — 2× in this paper · explained in 2 episodes
• Actionability — 2× in this paper · explained in 3 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Provenance — 2× in this paper · explained in 3 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Accountability — 1× in this paper · explained in 2 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Agentic Framework — 1× in this paper · explained in 6 episodes
• Annotator Agreement — 1× in this paper · explained in 1 episode
• Awareness and Training — 1× in this paper
• Benchmark — 1× in this paper · explained in 2 episodes
• Computational overhead — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• GRPO — 1× in this paper · explained in 6 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• International Requirements Engineering Conference — 1× in this paper
• Interpretability — 1× in this paper · explained in 15 episodes
• Prompt Engineering — 1× in this paper · explained in 4 episodes
• Semantic Understanding — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Vector Representations — 1× in this paper · explained in 2 episodes

Sources

• Policy-as-Prompt: Turning AI Governance Rules into Guardrails for AI Agents
• ArGen: Auto-Regulation of Generative AI via GRPO and Policy-as-Code
• Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
• Generative AI in Financial Institution: A Global Survey of Opportunities, Threats, and Regulation

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