The invention provides a scientific research
knowledge retrieval method based on RAG and illusion correction, an enhancement
system, a storage medium and
server equipment, and belongs to the technical field of
knowledge retrieval. According to the method, an RAG core module is constructed, and related literatures and knowledge fragments are retrieved from a large-scale scientific research
knowledge base through a retrieval engine; generating a
natural language answer based on the retrieval information by using a
generative model; establishing an illusion correction module, performing authenticity detection on the generated answers by means of a fact checking technology, and correcting illusion contents by means of re-retrieval, generation model input adjustment and the like; and constructing a
knowledge updating and optimizing module, regularly updating and optimizing the scientific research
knowledge base, introducing the latest scientific research achievements, and optimizing a
system model and an
algorithm according to
user feedback. According to the method, the illusion problem of RAG in scientific research
knowledge retrieval is effectively solved, the accuracy and reliability of retrieval results are improved, more credible knowledge retrieval service is provided for scientific research personnel, and development of scientific research work is assisted.