LLMs Are Not Guaranteed – Evaluating LLMs: Metrics, Benchmarks, Automated Techniques, and Ethical Considerations – Livy Real (UFAM/Jusbrasil), Daniela Vianna (Jusbrasil), André Luiz da Costa Carvalho (UFAM), Altigran Soares (UFAM)
Sustainable Artificial Intelligence Based on Data Engineering, Machine Learning, and Knowledge Transfer for Natural Language Processing – Washington Cunha (UFMG), Leonardo Rocha (UFSJ), Marcos André Gonçalves (UFMG)
RAG in Multimodal Databases: Orchestrating Textual, Vector, and Graph Retrieval – Otavio Calaça Xavier (UFG), Anderson da Silva Soares (UFG)