Reliable and Confident Use of Large Language Models
Chair, in partnership with CGI, AGAETIS, and the Cantal Department
DESCRIPTION
The emergence of Large Language Models (LLMs) represents a transformative milestone in AI, with applications ranging from natural language processing (NLP) to content generation and decision support systems in many fields, such as software development, healthcare, business management, education, and more. As these models become increasingly integrated into critical industry sectors, their reliability and the confidence with which they are used have become significant concerns.
The Chair in Reliable and Confident Use of LLMs addresses these challenges through multidisciplinary research aimed at assessing and enhancing the trustworthiness of LLMs in real-world settings. The chair, currently being developed in collaboration with the UCA Foundation and the MIAI Cluster, launched in 2025 with the following two industry partners: CGI and AGEATIS. The chair also aims to bring together researchers from several laboratories (LIMOS, CLERMA) to explore this topic through different but complementary research areas, in order to study and promote the use of LLMs.
The chair is currently organized into two thematic areas, each with its own scientific objectives: the “Computer Science / Software Engineering Axis,” which encompasses three research goals (Software Testing with LLMs, LLM with RAG Confidentiality, and LLM with RAG Optimization and Evaluation), and the “Sustainable Management of Companies and Public Organizations Axis,” focused on one research goal (Responsible Use of LLMs and Transformation of Roles/Functions), with the flexibility to incorporate additional axes in the future. This structure, supplemented by periodic meetings and brainstorming sessions, will facilitate the sharing of findings from various scientific disciplines to develop more comprehensive and robust approaches.
ACTIVITIES
The Chair has hired two M2 interns in 2025 to begin work on the “Computer Science/Software Engineering Axis.” The Chair plans to hire three Ph.D. students and one postdoctoral researcher to address the four research goals.
Published on October 13, 2026 Updated on October 13, 2026
Chairperson
Sébastien SALVA
Professor, Deputy Director of the IUT CA, UCA; Co-Coordinator of the DSI Research Team at the LIMOS Laboratory, IUT Clermont Auvergne, University of Clermont Auvergne (UCA)
Agaetis Company: Claire Moreau, Franck Marchand, Nicolas Roux
CGI: Lionel Delair, Pierre Johan Chartre, Kevin Beaugrand, Alexis Dumas
LIMOS: Christophe Rey, Maxime Puy, Redha Taguelmimt, Pascal Lafourcade
CLERMA: Evelyne Bernard, Murrim Ceccato
Associate members:
Nawel Chaouni
Pascal Brassier
Research Topics
LLM
Reliability
Confidence
Software Engineering with LLM
LLM with RAG & Ontologies: Optimization and Evaluation
LLM Confidentiality
Sustainable Management of Companies and LLM
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