Труды КНЦ (Технические науки вып.3/2025(16))

15. Schulhoff S. et al. The prompt report: a systematic survey of prompt engineering techniques. arXiv preprint arXiv:2406.06608, 2024. 16. Liu P. et al. Pre-train, prompt, and predict: A systematic survey of prompting methods in natural language processing. Association for Computing Machinery Computing Surveys, 2023, vol. 55, no 9, pp. 1-35. 17. Sahoo P. et al. A systematic survey of prompt engineering in large language models: Techniques and applications. arXiv preprint arXiv:2402.07927, 2024. 18. Peng R. et al. Embedding-based retrieval with llm for effective agriculture information extracting from unstructured data. arXiv preprint arXiv:2308.03107, 2023. 19. Bisercic A. et al. Interpretable medical diagnostics with structured data extractionby large language models. arXiv preprint arXiv:2306.05052, 2023. 20. Schilling-Wilhelmi M. et al. From text to insight: large language models for chemical data extraction. Chemical Society Reviews, 2025, vol. 54, pp. 1125-1150. 21. Stolknovenie poezdov na stancii Knyazhaya [Train Collision at Knyazhaya Station]. (In Russ.). Available at: https://ru.wikipedia.org/wiki/Столкновение_поездов_на_станции_Княжая (accessed 31.10.2025). 22. DeepSeek. Available at: https://www.deepseek.com (accessed 31.10.2025). 23. LiveBench. Available at: https://livebench.ai (accessed 01.11.2025). 24. Vellum Leaderboard. Available at: https://www.vellum.ai/llm-leaderboard (accessed 01.11.2025). 25. The Big Benchmarks Collection Leaderboard. Available at: https://huggingface.co/collections/open-llm- leaderboard/the-big-benchmarks-collection (accessed 01.11.2025). Информация об авторах Р. А. Горбунов — стажер-исследователь; А. В. Вицентий — кандидат технических наук, старший научный сотрудник. Information about the authors R. A. Gorbunov — Research Assistant; A. V. Vicentiy — Candidate of Science (Tech.), Senior Research Fellow. Статья поступила в редакцию 21.11.2025; одобрена после рецензирования 24.11.2025; принята к публикации 25.11.2025. The article was submitted 21.11.2025; approved after reviewing 24.11.2025; accepted for publication 25.11.2025. Труды Кольского научного центра РАН. Серия: Технические науки. 2025. Т. 16, № 3. С. 80-105. Transactions of the Kola Science Centre of RA s . Series: Engineering Sciences. 2025. Vol. 16, No. 3. P. 80-105. © Горбунов Р. А., Вицентий А. В., 2025 105