The invention discloses an enterprise scientific research subject
knowledge graph construction method, and relates to the technical field of
knowledge graph construction, and the method comprises the following steps: S1, based on an ontology editing tool, using a
resource description framework (
RDF) and an OWL language to carry out knowledge modeling on a scientific research subject
knowledge graph, and determining an
entity type, an entity attribute and an entity relationship; s2, collecting achievement data of an enterprise, and performing data cleaning and preprocessing on the achievement data to obtain a scientific research subject text; s3,
knowledge extraction based on knowledge self-
distillation of the large
language model; s4, performing entity disambiguation based on text similarity and an
affinity propagation algorithm; and S5, performing rule setting based on the constructed knowledge graph, performing reasoning on the potential relationship, and constructing the knowledge graph oriented to enterprise scientific
research management. According to the invention, intelligent scientific research subject management and search capabilities are provided for scientific research personnel, so that the efficiency of scientific
research management is improved. Meanwhile, through deep development, analysis and utilization of scientific research project information, powerful support is provided for management and
decision making of a scientific research unit.