Adaptation of the language model for mathematical texts in the semantic library

The paper studies the approach of LLM adaptation for queries in the mathematical subject area. The subject area is presented as an ontology of a semantic library LibMeta, where data navigation is carried out using KG MathSemanticLib. The descriptions of the mathematical subject area are based on mathematical encyclopedias of the Soviet and Russian mathematical schools, and the filling of the LibMeta subject area library is carried out by integrating subject areas of specialized mathematical journals. A procedure for integrating LLM and KG MathSemanticLib is proposed. It is shown that as a result of this approach, LLM does not go beyond the subject area, which allows us to state a more relevant answer to the query.