• Gateways to scientific knowledge. The in-context learning and summarization capabilities of LLMs , when paired with efficient and accurate retrieval systems , can serve as interactive gateways to scientific knowledge. They will provide literature-grounded responses to scientific inquiries and links to relevant sources, enabling students and educators to access the latest research related to their lectures .