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Conference Papers Year : 2024

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.
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Dates and versions

hal-04483279 , version 1 (29-02-2024)

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Ludovic Apvrille, Bastien Sultan. System Architects Are not Alone Anymore: Automatic System Modeling with AI. MODELSWARD 2024 : 12th International Conference on Model-Based Software and Systems Engineering, INSTICC, Feb 2024, Rome, Italy. pp.27-38, ⟨10.5220/0012320100003645⟩. ⟨hal-04483279⟩
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