Ushbu maqolada matnlarni semantik analiz qilishning zamonaviy usullari, xususan, mashinaviy o’qitish va tabiiy tilni qayta ishlash (NLP) texnologiyalari asosida matnlarning ma’nosini aniqlash jarayoni tadqiq qilinadi. Tadqiqotda BERT modeli misolida o’zbek tilidagi matnlar tahlil qilinib, uning samaradorligi sinovdan o’tkazildi. Natijalar ijtimoiy tarmoqlardagi ma’lumotlar misolida baholandi. Maqola xulosasida ushbu usullarning kelajakdagi rivojlanish yo’nalishlari va o’zbek tiliga moslashtirish zaruriyati muhokama qilinadi.
Ushbu maqolada matnlarni semantik analiz qilishning zamonaviy usullari, xususan, mashinaviy o’qitish va tabiiy tilni qayta ishlash (NLP) texnologiyalari asosida matnlarning ma’nosini aniqlash jarayoni tadqiq qilinadi. Tadqiqotda BERT modeli misolida o’zbek tilidagi matnlar tahlil qilinib, uning samaradorligi sinovdan o’tkazildi. Natijalar ijtimoiy tarmoqlardagi ma’lumotlar misolida baholandi. Maqola xulosasida ushbu usullarning kelajakdagi rivojlanish yo’nalishlari va o’zbek tiliga moslashtirish zaruriyati muhokama qilinadi.
№ | Название ссылки |
---|---|
1 | 1.Devlin, J., Chang, M.-W., Lee, K., & Toutanova, K. (2018). BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.arXiv preprint arXiv:1810.04805. 2.Mikolov, T., Chen, K., Corrado, G., & Dean, J. (2013). Efficient Estimation of Word Representations in Vector Space. arXiv preprint arXiv:1301.3781. 3.Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, Ł., & Polosukhin, I. (2017). Attention is All You Need. Advances in Neural Information Processing Systems (NeurIPS), 5998-6008. 4.Shukhrat Kamalov, Diyora Absalamova, Go’zal Absalamova, Jamila Kamalova, Farangiz Tengelova, & Munisahon Makhamedova. (2025). SEMANTIC SEARCH THROUGH VECTOR STORES: SIGNIFICANCE IN ARTIFICIAL INTELLIGENCE AND APPLICATIONS OF NLP MODELS. Web of Technology: Multidimensional Research Journal, 3(3), 31–39. Retrieved from https://webofjournals.com/index.php/4/article/view/36535.Kamalov Sh., Absalamova G., Absalamova D., “Forecasting the economic competitiveness of the samarkand region based on big data technology”, Scientific Journal of “International Finance & Accounting” Issue 1, February 2025. ISSN: 2181-1016, https://interfinance.tsue.uz/6.Kamalov, Shukhrat Kamalovich, & Malikov, Shokhrukh Shokirovich. (2024). The Role of Cloud Technologies in Big Data Management and Analysis. Indexing Journal of Innovation, Reforms and Development, 1(1). 7.Белалова, Гузаль, Шухрат Камалов, andТимур Хайрутдинов. "ИНТЕГРАЦИЯ ИСКУССТВЕННОГО ИНТЕЛЛЕКТА В ЦЕПОЧКИ ПОСТАВОК: ЭФФЕКТИВНЫЕ РЕШЕНИЯ ДЛЯ ОПТИМИЗАЦИИ БИЗНЕС-ПРОЦЕССОВ."8.Schwenk, H., & Li, X. (2018). A Corpus for Multilingual Document Classification in Eight Languages. Proceedings of the Eleventh International Conference on Language Resources and Evaluation(LREC 2018), Miyazaki, Japan.9.Pang, B., & Lee, L. (2008). Opinion Mining and Sentiment Analysis. Foundations and Trends in Information Retrieval, 2(1-2), 1-135. |