THE ALGORITHM FOR GENERATING A PROFESSION PROFILE

This paper presents an innovative approach that combines text topic modeling and text generation techniques using large language models. The use of the latent Dirichlet allocation method makes it possible to effectively identify hidden thematic structures in text data arrays associated with various professions. These topic structures are then used as the basis for a large language model that performs the task of ranking and generating a list of the most relevant and promising professions. This approach not only improves the accuracy of identifying professional areas, but also contributes to a deeper understanding of labor market dynamics.

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Publication Details

Journal
Applied Mathematics and Fundamental Informatics
Published
2024-12-01
DOI
https://doi.org/10.25206/2311-4908-2024-11-4-4-9
Primary Topic
Educational Innovations and Challenges
Type
article
Field-Weighted Citation Impact
0.00
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article

THE ALGORITHM FOR GENERATING A PROFESSION PROFILE

O.N. KANEVA, R. G. GULYANOV
Applied Mathematics and Fundamental Informatics
Educational Innovations and Challenges
article

THE ALGORITHM FOR GENERATING A PROFESSION PROFILE

O.N. KANEVA, R. G. GULYANOV
article en

Abstract

This paper presents an innovative approach that combines text topic modeling and text generation techniques using large language models. The use of the latent Dirichlet allocation method makes it possible to effectively identify hidden thematic structures in text data arrays associated with various professions. These topic structures are then used as the basis for a large language model that performs the task of ranking and generating a list of the most relevant and promising professions. This approach not only improves the accuracy of identifying professional areas, but also contributes to a deeper understanding of labor market dynamics.

Applied Mathematics and Fundamental InformaticsVol. 11(4)
Openalex Percentile: Top 64%
Educational Innovations and Challenges
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