17 hours ago · Automatic extraction of UML class diagrams is a complex task that greatly benefits from advances in deep learning, particularly large LLM language models. In this article, we proposed an approach centered on these large language models, supposed to bring improvements in terms of precision and flexibility compared to traditional methods.

For that purpose, we collected 20 exercises from a diverse set of web sources and compared the models generated by a human and an LLM solver in terms of syntactic, semantic, pragmatic correctness, and distance from a provided reference solution.

Jan 3, 2025 · A UML class diagram is a visual tool that represents the structure of a system by showing its classes, attributes, methods, and the relationships between them. It helps everyone involved in a project—like developers and designers—understand how the system is organized and how its components interact. What are class Diagrams? What is a class?

lity of utilizing Large Lan-guage Models (LLMs) to generate Unified Modeling Language (UML) Class Diagrams. UML is a standardized visual language widely used in software engineering to depict the structure and design of a so.

This critical review provides an in-depth analysis of Large Language Models (LLMs), encompassing their foundational principles, diverse applications, and advanced training methodologies.

These methods and tools deal with the transformation of NL textual requirements to UML diagrams. The transformation process involves analyzing NL requirements and extracting relevant information from the text to generate UML class models.

Jul 1, 2024 · Natural Language Processing (NLP), Large Language Models (LLMs), Prompt Engineering, ChatGPT, Model Generation, Sequence Diagrams. Graphical models are recognized to be an effective tool for facilitating communication between different stakeholders involved in the requirements engineering (RE) process and guiding towards the design of a system [1].

Jul 1, 2024 · Semantics-driven systems engineering relies on declarative knowledge expressed in structures that are founded on well-defined theories. New knowledge is produced by applying automated reasoning methods, following mainly the symbolic AI paradigm.

Explore practical applications of Large Language Models through Andrej Karpathy's comprehensive walkthrough of tools, features, and real-world examples—from basic interactions to advanced capabilities like code generation, multimodal inputs, and custom applications.

The UML Class diagram is a graphical notation used to construct and visualize object oriented systems. A class diagram in the Unified Modeling Language (UML) is a type of static structure diagram that describes the structure of a system by showing the system's: classes, their attributes, operations (or methods), and the relationships among objects.