Interlinking User Stories and GUI Prototyping: A Semi-Automatic LLM-based Approach
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Abstract (arXiv)
Interactive systems are omnipresent today and the need to create graphical user interfaces (GUIs) is just as ubiquitous. For the elicitation and validation of requirements, GUI prototyping is a well-known and effective technique, typically employed after gathering initial user requirements represented in natural language (NL) (e.g., in the form of user stories). Unfortunately, GUI prototyping often requires extensive resources, resulting in a costly and time-consuming process. Despite various easy-to-use prototyping tools in practice, there is often a lack of adequate resources for developing GUI prototypes based on given user requirements. In this work, we present a novel Large Language Model (LLM)-based approach providing assistance for validating the implementation of functional NL-based requirements in a GUI prototype embedded in a prototyping tool. In particular, our approach aims to detect functional user stories that are not implemented in a GUI prototype and provides recommendations for suitable GUI components directly implementing the requirements. We collected requirements for existing GUIs in the form of user stories and evaluated our proposed validation and recommendation approach with this dataset. The obtained results are promising for user story validation and we demonstrate feasibility for the GUI component recommendations.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Jun 2024.
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Citing papers per year: 2025: 3; 2026: 2.
5 papers.
- 2025The role of large language models in UI/UX design: A systematic literature reviewcited by 2
- 2025A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standardscited by 1
- 2025GUISpector: An MLLM Agent Framework for Automated Verification of Natural Language Requirements in GUI Prototypescited by 1
- 2026Bridging Gulfs in UI Generation through Semantic Guidancecited by 1
- 2026Exploring LLMs for User Story Extraction from Mockupscited by 0
- 2026Exploring LLMs for User Story Extraction from Mockups19 Feb 2026
- 2026Bridging Gulfs in UI Generation through Semantic Guidance27 Jan 2026
- 2025GUISpector: An MLLM Agent Framework for Automated Verification of Natural Language Requirements in GUI Prototypes6 Oct 2025
- 2025The role of large language models in UI/UX design: A systematic literature review6 Jul 2025
- 2025A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards19 May 2025