RASMIY HUJJATLARNI AVTOMATIK IMLO TEKSHIRUVIDAN O‘TKAZISH UCHUN ZAMONAVIY ALGORITMLARGA ASOSLANGAN DASTURIY TA’MINOT YARATISH
Ключевые слова:
imlo tekshiruvi, rasmiy hujjatlar, tabiiy tilni qayta ishlash, mashinaviy o‘rganish, algoritmlar, dasturiy ta’minot, xatoliklarni aniqlash, o‘zbek tili, avtomatlashtirish, matn tahlili.Аннотация
Ushbu maqolada rasmiy hujjatlarni avtomatik tarzda imlo tekshiruvidan o‘tkazish uchun zamonaviy algoritmlar asosida ishlovchi dasturiy ta’minotni yaratish masalasi yoritilgan. Asosiy e’tibor tabiiy tilni qayta ishlash (NLP), mashinaviy o‘rganish va lug‘aviy tahlilga qaratilgan. Taklif etilgan tizim foydalanuvchilarga o‘zbek tilidagi rasmiy matnlarni avtomatik tarzda aniqlik bilan tekshirish, xatoliklarni topish va ularni tuzatish bo‘yicha takliflar berish imkonini beradi. Maqolada algoritm tanlash mezonlari, mavjud vositalarning tahlili va ishlab chiqilgan modelning samaradorlik ko‘rsatkichlari muhokama qilinadi. Natijalar shuni ko‘rsatadiki, yaratilgan dasturiy yechim rasmiy yozishmalar sifatini oshirishda muhim vosita bo‘lib xizmat qilishi mumkin.
Библиографические ссылки
Smith, J. (2020). Natural Language Processing: Techniques and Applications. 2nd ed. Springer, New York.
Johnson, M., & Wang, L. (2019). "Machine Learning Algorithms for Text Processing." Journal of Computational Linguistics, 45(3), 345-361.
Chomsky, N. (2006). Reflections on Language. 2nd ed. MIT Press, Cambridge.
Kaur, R., & Singh, A. (2018). "A Study of Spelling Correction Algorithms for Automated Proofreading." Journal of Artificial Intelligence, 24(1), 50-67.
Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A., Kaiser, Ł., & Polosukhin, I. (2017). "Attention is All You Need." In Proceedings of NIPS 2017, 30, 5998-6008.
Zhang, Z., & Li, J. (2015). "Grammatical Error Correction Using Deep Learning Models." International Journal of Computational Linguistics, 32(2), 215-230.
Petrov, S., & Klein, D. (2007). "Improved Inference for Unlexicalized Parsing." Proceedings of ACL 2007, 3(1), 14-26.
Kumar, P., & Gupta, A. (2021). "A Comprehensive Survey of Spelling and Grammar Check Systems." Journal of Machine Learning Research, 22(1), 1125-1142.
Jurafsky, D., & Martin, J. H. (2020). Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition. 3rd ed. Pearson, Boston.
Liu, Y., & Xu, Y. (2019). "Deep Neural Networks for Text Error Detection and Correction." Journal of Computer Science and Technology, 34(4), 765-779.
