Semantic approach to automated formation of information security systems documentation
Abstract
The article investigates the problem of automated generation of complex documentation for information secu rity systems based on semantic analysis of the regulatory and legal framework. A systematic analysis of the re quirements of regulatory documents and international standards for information security system documentation is conducted. Critical contradictions between the dynamic nature of regulatory requirements and the static na ture of existing automation tools are identified. It is shown that manual processing of large volumes of weakly structured documents does not ensure acceptable quality and speed, while the use of generative artificial intel ligence models does not guarantee the reliability of the generated information. The necessity of integrating se mantic analysis tools with generative artificial intelligence to ensure guaranteed and explainable results is sub stantiated. Existing approaches to document generation automation are analyzed, including template-based sys tems, markup tools, ontological models, and large language models. A conceptual model of an intelligent in formation security authorization support system is proposed, combining a multi-agent architecture, ontological knowledge representation, and the capabilities of large language models. A semantic approach to the genera tion of complex documents based on ontological modeling of the information security engineering domain is developed. The proposed model ensures traceability between requirements, solutions, and knowledge sources, supports dynamic updates of the regulatory framework, and enables automated generation of documentation in accordance with current security standards. The developed approach significantly reduces the time and labor required for preparing information security documentation.
Prombles in programming 2025; 4: 78-87
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O. V. Potiy, D. Yu. Golubnychyy, Yu. K. Vasiliev, M. V. Yesina, The process of declaring information security profiles, in: Radiotechnics 2 (2024) pp. 7-22.
A. Javed, A. Sundrani, N. Malik, S. Prescott, Word Automation, in: Robotic Process Automation using UiPath StudioX (2021).
Microsoft. Create standardized documents using Word templates (2025).
J. White, Using markup languages for accessible scientific, technical, and scholarly document creation, in: Journal of Science Education 25 (2022).
D. Tenen, G. Wythoff, Sustainable Authorship in Plain Text using Pandoc and Markdown, in: The Programming Historian (2014).
I. Sokorchuk, Reporting documentation in the educational process in a distance form. Information systems and technologies (IST 2024): materials of the 13th International Scientific and Technical Conference, pp. 90-93.
V. Pasichnyk, M. Yaromych, Automated generation of technical documentation in the IT industry using large language models, in: Studia Methodologica 59 (2025) pp. 250-272.
S. Biswas, R. Jain, V. Morariu, J. Gu, P. Mathur, C. Wigington, T. Sun, J. Llad’os, DocSynthv2: a practical autoregressive modeling for document generation, in: ArXiv (2024).
D. Vitkus, Z. Steckevicius, N. Goranin, D. Kalibatienė, A. Čenys, Automated expert system knowledge base development method for information security risk analysis, in: International Journal of Computers Communications & Control 14 (2019) pp. 743-758.
O. A. Troian, Methods and techniques for the information and analytical systems of data protection and conversion assessment, in: Ukrainian Journal of Information Technology 6 (2024). pp. 76-85.
K. Ameri, M. Hempel, H. Sharif, J. Lopez, K. Perumalla, Design of a novel information system for semi-automated management of cybersecurity in industrial control systems, in: ACM Transactions on Management Information Systems 14 (2022) pp. 4-35.
D. Ostapets, O. Sukhomlyn, Analysis of existing approaches to the formation of functional security technologies 6 profiles. (2025) System pp. 208-217.
Yu. V. Bova, Application of ontological approach for knowledge modeling in the process of documenting information security systems, in: "Energy Security in the Era of Digital Transformation": Proceedings of the Seventh Scientific and Practical Conference (2025, Kyiv) pp. 93-95.
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