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DOI: 10.18413/2409-1634-2026-12-2-0-7

THE POSSIBILITIES OF USING LANGUAGE MODELS TO SOLVE THE PROBLEMS OF INNOVATION MANAGEMENT

The article solves the scientific problem of experimental confirmation of the evaluation and verification of RAG models for use in the innovation management process for cases similar to those implemented in T-bank, namely, the study of the possibilities

of implementing patent search using RAG models. The object of the study is the effectiveness of the systems under consideration in comparison with the effectiveness

of other types of language models due to the use of an external database within the subject area, in this case, patent analytics.

To ensure the practical value of the research results, a comprehensive methodological approach was used, including empirical analysis, formulation and processing of experimental results, and quantitative processing of the data obtained. To test RAG, an experiment was developed and implemented to evaluate the quality of responses provided by various language models. The results show that RAG improves model accuracy by 50% compared to GPS and GigaChat. The scientific novelty of the article lies in the development and experimental verification of an integrated approach to the study of the possibility of solving problems of patent analysis.

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