4 papers
Recommendations for Efficient and Responsible LLM Adoption within Industrial Software Development
Krishna Ronanki, Beatriz Cabrero-Daniel, Tomas Herda +3
Context: Large language models (LLMs) are observed to have a significant positive impact on various software engineering (SE) activities. With improved accessibility, the adoption…
A Data Annotation Requirements Representation and Specification (DARS)
Yi Peng, Hina Saeeda, Hans-Martin Heyn +3
With the rise of AI-enabled cyber-physical systems, data annotation has become a critical yet often overlooked process in the development of these intelligent information systems.…
RE for AI in Practice: Managing Data Annotation Requirements for AI Autonomous Driving Systems
Hina Saeeda, Mazen Mohamad, Eric Knauss +2
High-quality data annotation requirements are crucial for the development of safe and reliable AI-enabled perception systems (AIePS) in autonomous driving. Although these requireme…
From Machine Learning Documentation to Requirements: Bridging Processes with Requirements Languages
Yi Peng, Hans-Martin Heyn, Jennifer Horkoff
In software engineering processes for machine learning (ML)-enabled systems, integrating and verifying ML components is a major challenge. A prerequisite is the specification of ML…