Method to improve llm rag query result

Abstract

A system includes a processor that executes computer executable components stored in a memory. The computer executable components can include a reception component that receives a query. The computer executable components can further include a contextualization component that contextualizes the query by identifying context of the query and summarizing background information of the query. The computer executable components can further include a keyword extraction component that uses a natural language processor to identify keywords of the contextualized query. Additionally, the computer executable components can include a refinement component that generates a new query based at least in part on the summarized background information and the extracted keywords. The computer executable components can further include an execution component that uses a retrieval-augmented generation system to run the new query.

Dependencies are inferred from the claim text.