SYSTEMS AND METHODS FOR MULTISTAGE INFORMATION RETRIEVAL AND SYNTHESIS

원문 (중국어)

A method for multistage information processing includes receiving a user query from a user device; transforming the user query into semantic vectors in a high-dimensional space using a machine learning algorithm; comparing the semantic vectors to a database of pre-vectorized documents; ranking documents by closeness to the vectors to select a subset; generating metadata from the selected documents via a large language model; synthesizing the metadata into a comprehensive summary; and transmitting the summary to the user device in response to the user query.