Development of a Language Model for Automated Classification of English-Language Scientific Articles by SRSTI Codes

The development of an artificial intelligence-based language model for classifying English-language scientific articles by SRSTI codes is described. This improves the processes of reviewing and indexing scientific publications. A pre-processed dataset of scientific articles was used for training and testing the models. An architecture for cascade classification was developed, and the performance of models with various parameters was evaluated. As a result of this research, a console application for automatic classification of large flows of scientific articles was created.

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Publication Details

Journal
Automatic Documentation and Mathematical Linguistics
Published
2025-10-01
DOI
https://doi.org/10.3103/s0005105525701067
Primary Topic
Text and Document Classification Technologies
Type
article
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article

Development of a Language Model for Automated Classification of English-Language Scientific Articles by SRSTI Codes

Automatic Documentation and Mathematical Linguistics
Text and Document Classification Technologies
article

Development of a Language Model for Automated Classification of English-Language Scientific Articles by SRSTI Codes

article en

Abstract

The development of an artificial intelligence-based language model for classifying English-language scientific articles by SRSTI codes is described. This improves the processes of reviewing and indexing scientific publications. A pre-processed dataset of scientific articles was used for training and testing the models. An architecture for cascade classification was developed, and the performance of models with various parameters was evaluated. As a result of this research, a console application for automatic classification of large flows of scientific articles was created.

Automatic Documentation and Mathematical LinguisticsVol. 59(5)
National Research University Higher School of Economics (RU), All Russian Institute for Scientific and Technical Information (RU), Digital Video (Italy) (IT)
Quality Education
Openalex Percentile: Top 21%
Text and Document Classification Technologies
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Development of a Language Model for Automated Classification of English-Language Scientific Articles by SRSTI Codes · Automatic Documentation and Mathematical Linguistics (2025) | TGRS Research Map | TGRS