Russian Federation
The integration of transformer architectures into natural language processing systems has enabled substantial progress in addressing tasks of machine translation, sentiment analysis, and text generation by means of attention mechanisms that account for contextual dependencies across extended data sequences and ensure superiority over traditional recurrent neural networks in accuracy and coherence metrics. Approaches to multimodal learning are examined that combine textual, visual, and audio data within a unified latent space, thereby opening prospects for the development of intelligent systems with enhanced semantic understanding capabilities. Strategies for pre-training on large-scale corpora followed by fine-tuning are analyzed; these strategies minimize the need for labeled data and improve the generalization ability of models under limited-sample conditions. Aspects of computational efficiency are discussed, including methods of weight quantization, knowledge distillation, and sparse attention aimed at reducing energy consumption and accelerating inference without significant loss of quality. The results of empirical comparisons on standard benchmarks are presented, confirming the advantages of modified architectures in cross-lingual transfer and low-resource language processing tasks. The importance of interpretability of the resulting representations is emphasized for ensuring reliability in applied domains such as medical document analysis, automation of legal processes, and the development of adaptive educational platforms. Further research directions are associated with the creation of ethically oriented models that account for linguistic diversity, prevent the generation of biased content, and ensure transparency of decision-making in complex sociotechnical systems.
digital educational technologies, economic efficiency, accessibility of education, aggregate costs, economies of scale
1. Antoshina K. A., Soduh S. S. Koncepciya povysheniya effektivnosti deyatel'nosti sfery obrazovatel'nyh uslug // Innovacii i investicii. 2025. № 11. S. 135-138. EDN: https://elibrary.ru/URBZXU
2. Matiyciva O. R. Distancionnoe obrazovanie v usloviyah cifrovoy ekonomiki // Slavyanskiy forum. 2025. № 4 (50). S. 230-234. EDN: https://elibrary.ru/XTKWOP
3. Ibragimova Z. M., Eliphanov M. U., Chigvinceva I. R. Buduschee obrazovatel'nyh tehnologiy: prognozy i vyzovy // Myagkie izmereniya i vychisleniya. 2025. T. 96. № 11. S. 170-176. DOI: https://doi.org/10.36871/2618-9976.2025.11.014; EDN: https://elibrary.ru/SHHMBA
4. Bagieva M. G., Kulova M. R., Abaeva I. S. Effektivnost' ispol'zovaniya informacionnyh tehnologiy v obrazovatel'nom processe kolledzha // Byulleten' Vladikavkazskogo instituta upravleniya. 2025. № 72. S. 23-30. EDN: https://elibrary.ru/OKBPHN
5. Vayndorf-Sysoeva M. E., Skoromnov D. A. Organizacionno-pedagogicheskie usloviya effektivnogo vnedreniya sistemy distancionnogo obucheniya Moodle v programmy dopolnitel'nogo professional'nogo obrazovaniya // Problemy sovremennogo pedagogicheskogo obrazovaniya. 2025. № 88-2. S. 81-84. EDN: https://elibrary.ru/SYEKBP
6. Goroshko A. A., Savva L. I., Nazarova E. K. Osobennosti sovershenstvovaniya mehanizmov upravleniya cifrovoy obrazovatel'noy sredoy vuza v kontekste cifrovizacii pedagogicheskogo obrazovaniya // Innovacionnoe razvitie professional'nogo obrazovaniya. 2025. № 4 (48). S. 91-98. EDN: https://elibrary.ru/CQDPCC
7. Klishkova N. V., Maksimova M. V., Novikova N. G. Sovremennye informacionnye tehnologii v vysshem professional'nom obrazovanii // Sovremennoe pedagogicheskoe obrazovanie. 2025. № 11. S. 211-214. EDN: https://elibrary.ru/TYLOCD
8. Barbakova E. V. Aktual'nost' distancionnogo obucheniya kak sovremennogo formata prepodavaniya v vysshem uchebnom zavedenii // Sociologiya. 2025. № 11. S. 37-42.
9. Pivnenko P. P., Sokovikova A. V. Podhody k vnedreniyu cifrovyh tehnologiy, metodov i praktik v obrazovatel'nyy process vuza // Problemy sovremennogo pedagogicheskogo obrazovaniya. 2025. № 88-2. S. 274-277. EDN: https://elibrary.ru/MKPZED
10. Zhdokova A. K., Shurygina D. S., Plotnikova E. V. Prognozirovanie i planirovanie razvitiya obrazovaniya v Rossiyskoy Federacii // Innovacionnaya ekonomika: informaciya, analitika, prognozy. 2025. № 8. S. 116-122. DOI: https://doi.org/10.47576/2949-1894.2025.8.8.015; EDN: https://elibrary.ru/IONDDV
11. Zaharov M. P. Cifrovye obrazovatel'nye platformy kak faktor snizheniya obrazovatel'nogo razryva mezhdu megapolisami i sel'skimi territoriyami // Voprosy prirodopol'zovaniya. 2025. T. 4. № 5. S. 96-108. DOI: https://doi.org/10.25726/y3449-2535-9954-r; EDN: https://elibrary.ru/LCBMDC
12. Dmitriev V. Ya., Ignat'eva T. A., Ivanova A. O., Pilyavskiy V. P. Implementaciya cifrovogo obrazovaniya: problemy i puti resheniya // Ekonomika i upravlenie. 2020. T. 26. № 9 (179). S. 1021-1025. DOI: https://doi.org/10.35854/1998-1627-2020-9-1021-1025
13. Abazov A. B., Yaickaya E. A. Vliyanie cifrovizacii na sistemu obrazovaniya // Pravo i upravlenie. 2023. № 8. S. 171-175. DOI: https://doi.org/10.24412/2224-9133-2023-8-171-175; EDN: https://elibrary.ru/COEWLY
14. Dudnik S. I., Markov B. V. Krizis obrazovaniya v cifrovuyu epohu // Vestnik Sankt-Peterburgskogo universiteta. Filosofiya i konfliktologiya. 2020. T. 36. № 2. S. 214-226. DOI: https://doi.org/10.21638/spbu17.2020.201; EDN: https://elibrary.ru/FXHCYO
15. Ptuschenko E. B., Tarasenko V. D., Ivanova N. V., Megrikyan I. G., Saakova K. R. Sostoyanie problemy ispol'zovaniya informacionnyh tehnologiy i cifrovyh resursov v obrazovanii // Vestnik Adygeyskogo gosudarstvennogo universiteta. Seriya: Pedagogika i psihologiya. 2022. № 2 (298). S. 45-53. DOI: https://doi.org/10.53598/2410-3004-2022-2-298-45-53; EDN: https://elibrary.ru/NDNVGE
