Available Online: 28 Jan 2026

Fine-tuning vs RAG: A Position Paper from the Perspective of LLM-based Cybersecurity Modeling

Volume 3

Large Language Models (LLMs) have revolutionized Natural Language Processing (NLP) tasks, enabling critical capabilities in fields such as business and finance with their cybersecurity analysis. In particular, LLMs are becoming vital in cybersecurity in providing more accurate solutions to different types of threats, vulnerabilities, and security challenges through pattern recognition, intelligent response generation, and automating threat detection. Although LLMs are pre-trained with a large amount of knowledge, their application in..