| Is Part of |
CEUR workshop proceedings: joint proceedings of the BIR 2025 Workshops and Doctoral Consortium co-located with 24th international conference on perspectives in business informatics research (BIR 2025): 17-19 September 2025, Riga, Latvia / edited by M. Henkel, R. Pirta, M. Kirikova, P. Forbrig, ... et al... Aachen : CEUR-WS. 2025, vol. 4034, p. 236-245.. ISSN 1613-0073 |
| Abstract [eng] |
Requirements Engineering (RE) increasingly relies on semi-structured and multi-format inputs such as textual descriptions, stakeholder notes, wireframes, and technical specifications. This paper proposes a hybrid methodology that combines structured prompt engineering techniques, a conceptual metamodel, and a conceptual agent-based architecture to facilitate requirements generation from heterogeneous sources. The approach operationalizes independent, negotiable, valuable, estimable, small, and testable (INVEST) framework through prompt templates and applies a metamodel to formalize the transformation process, enabling evaluation and refinement of outputs. The conceptual architecture introduces modular agents for extraction, validation, and refinement tasks, facilitating collaboration and continuous improvement. Initial experiments demonstrate that prompt-based elicitation could help in eliciting requirements. The methodology addresses gaps in existing Artificial Intelligence (AI) and model-based RE approaches and contributes a framework for integrating Large Language Models (LLMs) into Agile requirements workflows. Future work includes prototyping, large-scale validation, and domain-specific adaptation. |
