Projekte der Fachgruppe Data Science
TRR 318-2 - Constructing Explainability
The scope of the EU right to explanation has fueled the need to improve eXplainable Artificial Intelligence capacities aiming at strengthening the rights of individuals affected by AI-based recommendations. Among other purposes, explanations serve the right to contest an AI output and protect humans from being left out of control. However, ...
Laufzeit: 01/2026 - 06/2029
TRR 318-2 - Project C07: Co-construction-following large language models for explaining
C07 studies the adjustment of LLM training processes and knowledge integration to enable the successful co-construction of explanations. Scaffolding and monitoring are operationalized via a novel fine-tuning process that teaches LLMs to explain dialogically while modeling dialog states. A novel co-construction-aware RAG approach exploits these ...
Laufzeit: 01/2026 - 06/2029
TRR 318-2 - Project INF: Retrieval-augmented information provision
INF provides foundations for all projects. These include services and infrastructure for data access, evaluation, and management as well as cross-cutting research questions. In the first funding period, the focus was on assessing the quality of explanations, modeling explanatory dialog sequences as well as ontology and tool development. In the ...
Laufzeit: 01/2026 - 06/2029
SAIL - Nachhaltiger Lebenszyklus von intelligenten soziotechnischen Systemen
Durch SAIL wird das bestehende Forschungsnetzwerk aus Uni Bielefeld, Uni Paderborn, TH OWL und FH Bielefeld im Bereich der künstlichen Intelligenz (KI) vertieft und weiterentwickelt. SAIL adressiert die nächste Stufe der KI-Entwicklung, indem der gesamte Lebenszyklus von KI-Systemen und deren technologische und gesellschaftliche Auswirkungen in den ...
Laufzeit: 08/2022 - 07/2026