On the use of Large Language Models in Model-Driven Engineering
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Abstract (arXiv)
Model-Driven Engineering (MDE) has seen significant advancements with the integration of Machine Learning (ML) and Deep Learning (DL) techniques. Building upon the groundwork of previous investigations, our study provides a concise overview of current Language Large Models (LLMs) applications in MDE, emphasizing their role in automating tasks like model repository classification and developing advanced recommender systems. The paper also outlines the technical considerations for seamlessly integrating LLMs in MDE, offering a practical guide for researchers and practitioners. Looking forward, the paper proposes a focused research agenda for the future interplay of LLMs and MDE, identifying key challenges and opportunities. This concise roadmap envisions the deployment of LLM techniques to enhance the management, exploration, and evolution of modeling ecosystems. By offering a compact exploration of LLMs in MDE, this paper contributes to the ongoing evolution of MDE practices, providing a forward-looking perspective on the transformative role of Language Large Models in software engineering and model-driven practices.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Oct 2024.
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Citing papers per year: 2025: 8; 2026: 5.
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- 2025Querying Large Automotive Software Models: Agentic vs. Direct LLM Approachescited by 3
- 2025Accurate and Consistent Graph Model Generation from Text with Large Language Modelscited by 3
- 2025Metamodel-Guided Model Generation with Layered Constraintscited by 3
- 2025Leveraging LLMs to support co-evolution between definitions and instances of textual DSLscited by 3
- 2025SHERPA: A Model-Driven Framework for Large Language Model Executioncited by 2
- 2025Walking the Tightrope of LLMs for Software Development: A Practitioners' Perspectivecited by 2
- 2026Leveraging LLMs to support co-evolution between definitions and instances of textual DSLs: A Systematic Evaluationcited by 1
- 2025Model-Driven Quantum Code Generation Using Large Language Models and Retrieval-Augmented Generationcited by 0
- 2025Impact and Implications of Generative AI for Enterprise Architects in Agile Environments: A Systematic Literature Reviewcited by 0
- 2026Automating Domain-Driven Design: Experience with a Prompting Frameworkcited by 0
- 2026Vibe-driven model-based engineeringcited by 0
- 2026Projectional Decoding: Towards Semantic-Aware LLM Generationcited by 0
- 2026Models as Governed Interfaces for AI-Native MBSE: Read-Side Adequacy and Write-Side Admissibility30 Jul 2026
- 2026Projectional Decoding: Towards Semantic-Aware LLM Generation28 May 2026
- 2026Vibe-driven model-based engineering12 Apr 2026
- 2026Automating Domain-Driven Design: Experience with a Prompting Framework27 Mar 2026
- 2026Leveraging LLMs to support co-evolution between definitions and instances of textual DSLs: A Systematic Evaluation12 Feb 2026
- 2025Leveraging LLMs to support co-evolution between definitions and instances of textual DSLs7 Dec 2025
- 2025Walking the Tightrope of LLMs for Software Development: A Practitioners' Perspective9 Nov 2025
- 2025Metamodel-Guided Model Generation with Layered Constraints29 Oct 2025
- 2025Impact and Implications of Generative AI for Enterprise Architects in Agile Environments: A Systematic Literature Review24 Oct 2025
- 2025SHERPA: A Model-Driven Framework for Large Language Model Execution29 Aug 2025
- 2025Model-Driven Quantum Code Generation Using Large Language Models and Retrieval-Augmented Generation28 Aug 2025
- 2025Accurate and Consistent Graph Model Generation from Text with Large Language Models1 Aug 2025
1 more
- 2025Accurate and Consistent Graph Model Generation from Text with Large Language Modelscited by 3
- 2025Metamodel-Guided Model Generation with Layered Constraintscited by 3
- 2025Leveraging LLMs to support co-evolution between definitions and instances of textual DSLscited by 3
- 2025SHERPA: A Model-Driven Framework for Large Language Model Executioncited by 2
- 2025Walking the Tightrope of LLMs for Software Development: A Practitioners' Perspectivecited by 2
- 2026Leveraging LLMs to support co-evolution between definitions and instances of textual DSLs: A Systematic Evaluationcited by 1
- 2025Model-Driven Quantum Code Generation Using Large Language Models and Retrieval-Augmented Generationcited by 0
- 2025Impact and Implications of Generative AI for Enterprise Architects in Agile Environments: A Systematic Literature Reviewcited by 0
- 2026Automating Domain-Driven Design: Experience with a Prompting Frameworkcited by 0
- 2026Vibe-driven model-based engineeringcited by 0
- 2026Projectional Decoding: Towards Semantic-Aware LLM Generationcited by 0
- 2026Models as Governed Interfaces for AI-Native MBSE: Read-Side Adequacy and Write-Side Admissibilitycited by 0
- 2026Models as Governed Interfaces for AI-Native MBSE: Read-Side Adequacy and Write-Side Admissibility30 Jul 2026
- 2026Projectional Decoding: Towards Semantic-Aware LLM Generation28 May 2026
- 2026Vibe-driven model-based engineering12 Apr 2026
- 2026Automating Domain-Driven Design: Experience with a Prompting Framework27 Mar 2026
- 2026Leveraging LLMs to support co-evolution between definitions and instances of textual DSLs: A Systematic Evaluation12 Feb 2026
- 2025Leveraging LLMs to support co-evolution between definitions and instances of textual DSLs7 Dec 2025
- 2025Walking the Tightrope of LLMs for Software Development: A Practitioners' Perspective9 Nov 2025
- 2025Metamodel-Guided Model Generation with Layered Constraints29 Oct 2025
- 2025Impact and Implications of Generative AI for Enterprise Architects in Agile Environments: A Systematic Literature Review24 Oct 2025
- 2025SHERPA: A Model-Driven Framework for Large Language Model Execution29 Aug 2025
- 2025Model-Driven Quantum Code Generation Using Large Language Models and Retrieval-Augmented Generation28 Aug 2025
- 2025Accurate and Consistent Graph Model Generation from Text with Large Language Models1 Aug 2025