In this keynote session, Dr Ma'ayan delves into the transformative impact of generative AI and LLMs in the analysis of gene sets. He discusses how these innovations are enhancing gene annotation prediction, ultimately leading to the discovery of novel therapeutic targets across a broad spectrum of biomedical research applications.