Generative AI - empowering PromptBase Research Laboratory

Aug. 2024 – Apr. 2027 | Basic Research Laboratory, NRF

• To overcome the limitations of LLM-based Generative AI (GenAI), this project proposes and studies 'PromptBase' — a prompt management system built on Retrieval-Augmented Generation (RAG) techniques.
• PromptBase consists of three integrated databases — ShotBase, ErrorBase, and InfoBase — designed to improve accuracy by resolving query ambiguity, enhancing explainability, and preventing generation failures.
• The effectiveness and practicality of PromptBase are validated through real-world applications such as clinical reasoning on medical data, NL2SQL, and QA tasks.
• The lab develops advanced prompt design technologies that leverage multi-turn interactions and domain-specific embeddings to establish PromptBase as core infrastructure for next-generation GenAI applications.