@inproceedings{576e386df3784b91bc97b924db1c14c5,
title = "System Architects Are not Alone Anymore: Automatic System Modeling with AI",
abstract = "System development cycles typically follow a V-cycle, where modelers first analyze a system specification before proposing its design. When utilizing SysML, this process predominantly involves transforming natural language (the system specification) into various structural and behavioral views employing SysML diagrams. With their proficiency in interpreting natural text and generating results in predetermined formats, Large Language Models (LLMs) could assist such development cycles. This paper introduces a framework where LLMs can be leveraged to automatically construct both structural and behavioral SysML diagrams from system specifications. Through multiple examples, the paper underscores the potential utility of LLMs in this context, highlighting the necessity for feeding these models with a well-defined knowledge base and an automated feedback loop for better outcomes.",
keywords = "Analysis, Artificial Intelligence, Design, LLM, Modeling, Verification",
author = "Ludovic Apvrille and Bastien Sultan",
note = "Publisher Copyright: {\textcopyright} 2024 by SCITEPRESS – Science and Technology Publications, Lda.; 12th International Conference on Model-Based Software and Systems Engineering, MODELSWARD 2024 ; Conference date: 21-02-2024 Through 23-02-2024",
year = "2024",
month = jan,
day = "1",
doi = "10.5220/0012320100003645",
language = "English",
isbn = "9789897586828",
series = "International Conference on Model-Driven Engineering and Software Development",
publisher = "Science and Technology Publications, Lda",
pages = "27--38",
editor = "\{Dom{\'i}nguez Mayo\}, \{Francisco Jos{\'e}\} and Pires, \{Lu{\'i}s Ferreira\} and Edwin Seidewitz",
booktitle = "Proceedings of the 12th International Conference on Model-Based Software and Systems Engineering",
}