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

V. V. Zunin; A. I. Afonin; V. I. Anoshin; Fedorets O. V.; A. Y. Romanov

doi:10.3103/S0005105525701067

Publications

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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. Vol. 59. No. 5. P. 287–293.

V. V. Zunin, A. I. Afonin, V. I. Anoshin, Fedorets O. V., A. Y. Romanov

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.

Research target: Computer Science Philology and Linguistics

Keywords: automatic classification BERT machine learning cascade classification method SRSTI codes

Variation and Diachronic Change in Epistemic Stance: Testing Promotional Trends in NSF Grant Proposal Abstracts.

Tulyakov D., Professional Discourse & Communication 2026 Vol. 8 No. 3 P. 114–130

Although epistemic stance in academic discourse has been extensively researched in linguistics, relatively little is known about diachronic change and variation in its expression across disciplines, and still less about the grant proposal abstract, a genre produced under strong promotional pressure. The present paper addresses this gap by testing whether the widely reported trend towards research “hype” is ...

Added: August 30, 2026

"Именно 'такое'": поэтика В. Ходасевича в стихах О. Мандельштама

Павел Успенский, Новый мир 2026 № 5 С. 181–192

This paper is devoted to the influence of Chodasevič’s poetic technique on Mandel´štam’s poetry. In this work we make an attempt to analyze Mandel´štam’s late Novye stichi (“Ne govori nikomu…”, “Kuda kak strašno nam s toboj…” and “My s toboj na kuchne posidim…”), which are connected to each other through the theme of fear. From ...

Added: August 30, 2026

"Мне грозный ангел лиры не вручал". Владислав Ходасевич в стихах Евгения Винокурова

Uspensky P., Горький 2026 № 28.05.

During the Soviet period, Vladislav Khodasevich’s poetry was not widely known, yet his poems had a significant influence on many writers, including the front-line poet Yevgeny Vinokurov. On the occasion of the 140th anniversary of Khodasevich’s birth, Pavel Uspensky, Professor at the School of Philology of the Faculty of Humanities at HSE University, wrote specially ...

Added: August 30, 2026

Панаева А. Мелочи жизни. Женская доля. Романы / Сост., вступ. ст., коммент. П. Успенский, А. Федотов; подгот. текста З. Гусева, К. Колюпанва; словарь З. Гусева, К. Колюпанова, П. Успенский, А. Федотов.

М.: Редакция Елены Шубиной, 2026.

This volume brings together two novels by Avdotya Yakovlevna Panaeva (1820–1893), Trifles of Life (1854) and A Woman’s Lot (1862), neither of which has been republished since its first appearance. At a time of sweeping social change, Panaeva offered a unique perspective on the “woman question.” Her novels portray remarkable women whose right to happiness ...

Added: August 30, 2026

МЕТАФОРА, МЕТОНИМИЯ И КОНЦЕПТУАЛЬНАЯ ИНТЕГРАЦИЯ В САТИРИЧЕСКОМ ДИСКУРСЕ: ПОЛИТИЧЕСКИЕ КАРИКАТУРЫ БРИТАНСКИХ И АМЕРИКАНСКИХ СМИ

Павлина С. Ю., Милащенко Н. Г., Дискурс профессиональной коммуникации 2026 Т. 8 № 3 С. 40–65

Verbal and visual metaphorical and metonymic images are key instruments of political satire, enabling the concise and expressive conveyance of evaluative attitudes toward socio-political realities. However, the multi-level mechanism of creating and decoding such figurative constructs in polycode cartoon texts has not yet received a systematic account. The aim of this study is to identify ...

Added: August 30, 2026

Метафора, метонимия и концептуальная интеграция в сатирическом дискурсе: политические карикатуры британских и американских СМИ

Павлина С. Ю., Милащенко Н. Г., Дискурс профессиональной коммуникации 2026 Т. 8 № 3 С. 40–65

Added: August 29, 2026

Discursive Legitimation of Chinese Automobile Brands in the Russian Market: A Mixed-Methods Analysis of Online Consumer Discourse

Tikhomirova A., Professional Discourse & Communication 2026 Vol. 8 No. 3 P. 66–84

Given China’s rise as the world’s leading automotive producer and the radical transformation of the Russian market, societal acceptance of new market entrants remains a dif ficult communicative task. Against the backdrop of growing sales and persistent consumer am bivalence, this study examines how Russian consumers discursively construct, challenge, and renegotiate the legitimacy of Chinese automobile brands in online ...

Added: August 28, 2026

Поле ‘менять’ в сербском языке

Fedorov D., Acta Linguistica Petropolitana. Труды института лингвистических исследований 2026 Т. 22 № 1 С. 134–166

The article addresses verbs of the semantic field of change in Serbian which is covered by various derivates of the Proto-Slavic *-měn. Starting with perfective verbs of change (izmeniti, promeniti, zameniti, smeniti, razmeniti etc.), the article moves to imperfective verbs, separately discussing verbs prefixed with iz-. While the perfective verb izmeniti is primarily used to ...

Added: August 28, 2026

Сервисы автоматического распознавания речи на русском языке: исследование качества и инклюзивности на примере датасета RuAphasiaBank

Kolmogorova A., Явшиц Е. В., Сугян А. Х. et al., Вестник Новосибирского государственного университета. Серия: Лингвистика и межкультурная коммуникация 2026 Т. 24 № 1 С. 113–127

Технологии автоматического распознавания речи (АРР) к настоящему моменту стали базовым компонентом бэкенд-инфраструктуры различных голосовых и когнитивных ассистентов, обеспечивая доступ пользователей к коммерческим сервисам и государственным платформам. Однако из-за неравномерного распределения данных, на которых модели АРР обучаются, острой становится проблема предвзятости моделей при работе с атипичной речью. Цель исследования заключается в оценке качества распознавания и сравнении ...

Added: August 28, 2026

Сімяон Полацкі: светапогляд, грамадска-палітычная і літа ратурная дзейнасць : да 395-годдзя з дня нараджэння Сімяона По лацкага і 30-годдзя Музея-бібліятэкі Сімяона Полацкага (матэрыялы VI Міжнароднай навуковай канферэнцыі 20–21 лістапада 2024 г.)

Мн.: Нацыянальная бібліятэка Беларусі, 2026.

Зборнік змяшчае матэрыялы VI Міжнароднай навуковай канферэн цыі, прысвечанай 395-годдзю з дня нараджэння Сімяона Полацкага і 30-годдзю Музея-бібліятэкі Сімяона Полацкага. Канферэнцыя адбылася ў лістападзе 2024 г. у Нацыянальным Полацкім гісторыка-культурным музеі-запаведніку. ...

Added: August 28, 2026

Production. Documentation. Intervention : On Unofficial Art in Late Soviet Russophone Culture from the 1960s to the 1980s

Academic Studies Press, 2026.

This volume is a product of the conference “Proizvodstvo, Dokumentatsiia, Interventsiia. Proizvedeniia iskusstva v usloviiakh neofitsial'noi sovetskoi kul'tury 1960-80-kh gg.” (Production, Documentation, Intervention. Works of art in the conditions of unofficial Soviet culture, 1960s-1980s), organized by Ilja Kukuj and Brigitte Obermayr at Munich University (LMU) in November 2018. The conference was financed by Professor Riccardo ...

Added: August 28, 2026

Discrete Markowitz Portfolio Optimization with Open-Source Classical and Quantum-Inspired Solvers: A Cross-Market Walk-Forward Study

Avdoshin S.M., Patrushev K. A., Proceedings of the Institute for System Programming of the RAS 2026 No. 4 часть 2 P. 245–256

The cardinality-constrained Markowitz problem is NP-hard and traditionally solved with commercial MIQP solvers. Following the 2022 export restrictions that rendered both commercial MIQP software and cloud quantum platforms (IBM Quantum, D-Wave Leap) inaccessible from the Russian Federation, practitioners require open-source alternatives. This paper systematically compares three solver families for the discrete mean-variance problem: two open-source ...

Added: August 27, 2026

Benchmarking Synolitic Graphs for Autism Classification from Multisite Resting-State fMRI

Zaikin A., Vlasenko D., Zakharov D. et al., Diagnostics 2026 Vol. 16 No. 17 P. 1–15

Background/Objectives: Synolitic graphs (SGs) were developed for task-based fMRI, where edge weights encode the discriminative power of pairwise regional features; whether similar information can be recovered from resting-state data was untested. We benchmarked SGs for autism spectrum disorder (ASD) classification using the multisite ABIDE-I dataset (871 subjects: 403 subjects with ASD, 468 typical controls; 17 sites; CC200 atlas). Methods: Using ...

Added: August 27, 2026

Алгебра, теория чисел, дискретная геометрия и многомасштабное моделирование. Современные проблемы, приложения и проблемы истории. Материалы XXIV Международной конференции, посвящённой 110-летию со дня рождения академика Юрия Владимировича Линника и 110-летию со дня рождения профессора Андрея Борисовича Шидловского и 80-летию со дня рождения профессора Геннадия Ивановича Архипова

Тула: Тульский государственный педагогический университет им. Л.Н. Толстого, 2025.

Сборник содержит материалы, представленные на XXIV Международной конференции «Алгебра, теория чисел, дискретная геометрия и многомасштабное моделирование: современные проблемы, приложения и проблемы истории», посвящённой 110-летию со дня рождения академика Юрия Владимировича Линника и 110-летию со дня рождения профессора Андрея Борисовича Шидловского и 80-летию со дня рождения профессора Геннадия Ивановича Архипова. Материалы конференции будут полезны научным работникам, ...

Added: August 27, 2026

Characterizing the Scheduling Performance of 5G NR Base Stations Under Signaling and Data Traffic Constraints

Eduard Sopin, Nazarin A., Begishev V. et al., IEEE Transactions on Vehicular Technology 2026 Vol. 75 No. 6 P. 10995–11007

Aimed at rate-greedy applications having extreme requirements for the data rate at the air interface, 5G New Radio (NR) systems may experience problems when the number of user equipment (UE) in the coverage of the cell increases due to limited capacity of the physical downlink control channel (PDCCH).The aim of this study is to explore ...

Added: August 26, 2026

Генерация исходного кода с использованием больших языковых моделей: систематический обзор методологии Вайб-кодинг

Джонов А. Т., Avdoshin S. M., Информационные технологии 2026 Т. 32 № 8 С. 421–427

This systematic review presents an analysis of the "Vibe Coding" methodology — a contemporary approach to the iterative software development process using Large Language Models (LLMs). Code generation tools are transforming software development by enabling programmers to formulate tasks and describe the desired behavior of software in natural language, while LLMs generate source code corresponding ...

Added: August 25, 2026

An adaptive image watermarking scheme using cooperation of HBA and RSA metaheuristics

Melman A., Evsyutin O., Journal of the Franklin Institute 2026 Vol. 363 No. 15 Article 109005

Open access to images creates opportunities for violation of the authors' rights. Digital watermarks can be used to securely publish images online. They are invisibly added into the images before publication and can be extracted at any time to verify ownership. However, achieving a balance between embedding imperceptibility and robustness to image processing operations is ...

Added: August 25, 2026

Хранители России. Антология.

Лупарева Н. Н., Parsamov V., Ананьев Д. А. et al., М.: ООО «Паблис», 2026.

The third volume of the anthology is publishing the writtings of the eariy Russian conservative thinkers: Seraphim of Sarov, N.M. Karamzin, A.S. Shishkov, F.V. Rostopchin, S.N. Glinka, A.S. Sturdza, M.L. Magnitsky, Archimandrite Photius, V.A. Zhukovsky, P.A. Vyazemsky. ...

Added: August 24, 2026

VOLATILITY FORECASTING FROM ECONOMETRICS TO ARTIFICIAL INTELLIGENCE: A FOUR-STAGE REVIEW OF THE EVIDENCE PIPELINE FROM FORECAST ACCURACY TO PORTFOLIO PERFORMANCE

Lysenok N., International Journal of Computer Information Systems and Industrial Management Applications 2026 Vol. 18 No. 18s P. 1406–1430

A volatility forecast becomes useful only after it has passed through four stages: a model produces it, a trading rule consumes it, a portfolio aggregates the result, and an investor evaluates that result against a utility function. Each stage has its own mature evaluation apparatus, and each is studied in isolation. This review traces the ...

Added: August 23, 2026

К ранжированию значимости факторов дестабилизации в странах Азии и Африки методами машинного обучения

Korotayev A., Chernomorchenko I., Медведев И. А., Восток. Афро-азиатские общества: история и современность 2026 № 3 С. 117–130

This study employs machine learning methods to rank factors contributing to large-scale armed and unarmed destabilization across Asian and African countries. Analysis reveals that African nations demonstrate greater vulnerability to armed destabilization (up to full-scale civil wars), whereas Asian countries are more prone to less violent unarmed forms (mass antigovernment demonstrations, riots, general strikes and ...

Added: June 21, 2026

Artificial intelligence and digital twins for failure prediction in data center cooling systems: a comprehensive literature review (2018–2026)

Butorova A., Bobakov V., Sergeev A. et al., European Physical Journal: Special Topics 2026 P. 1–19

This paper presents a review of artificial intelligence (AI) methods for failure prediction in data center cooling systems, with a focus on the integration of digital twins (DTs), physics-informed learning, and graph-based models. Positioned within complex network science, this review addresses a limitation of conventional graph approaches—their reliance on pairwise connectivity—whereas real-world failures often arise ...

Added: June 10, 2026

Proceedings of the 43rd International Conference on Machine Learning (ICML 2026)

Seul: PMLR, 2026.

Added: June 4, 2026

Towards the Ranking of the Importance of Revolutionary Destabilization Factors in Asian and African Countries Using Machine Learning Methods

Chernomorchenko I., Ilya Medvedev, Korotayev A., Cross-Cultural Research 2026 P. 1–49

This study investigates which structural factors most strongly predict armed and unarmed revolutionary destabilization across Sub-Saharan Africa (SSA), the Middle East and North Africa (MENA), as well as Asia using country–year data for 1950–2022 and a set of economic, demographic, political, and climatic indicators. It employs an interpretable machine learning framework (CatBoost with SHAP values ...

Added: June 1, 2026

От неизвестности к прозрачности: обзор технологий объяснимого ИИ (XAI)

Avdoshin S. M., Pesotskaya E. Y., Информационные технологии 2026 Т. 32 № 4 С. 185–194

With the rapid advancement of artificial intelligence, and deep learning in particular, models have emerged that are capable of delivering highly accurate predictions. However, the internal logic of such models remains difficult to interpret—an issue of critical importance, especially in domains where the correctness of an algorithm directly affects high-stakes decision-making. One promising avenue for ...

Added: May 8, 2026