Development of a language model based on artificial neural networks for the uzbek language

Хужаяров, Илёс, Очилов, Маннон

Рақамли технологияларнинг назарий ва амалий масалалари · 2024-yil

Annotatsiya

This research work aims to develop a model of the Uzbek language using artificial neural networks to improve natural language processing (NLP) capabilities. The article classifies various methods of creating language models and presents the stages of designing a language model using architectures such as recurrent neural networks (RNN) and long short-term memory (LSTM) networks. It also discusses the evaluation index for neural language models. Additionally, the text base features used to create the language model, the proposed neural network architecture, the hyperparameters of the neural network, and the obtained results are highlighted.

Maqola ma’lumotlari
MualliflarХужаяров, Илёс, Очилов, Маннон
JurnalРақамли технологияларнинг назарий ва амалий масалалари
NashriyotТАТУ Самарқанд филиали
ISSN2181-3086, 2181-3094
Nashr sanasi2024-10-09
Jild7
Son3
Betlar76-83
TilIngliz
Ilmiy sohaTexnika
DOI10.62132/ijdt.v7i3.199
Indeksga qo‘shilgan2026-08-26

DOI: 10.62132/ijdt.v7i3.199 · Maqolaning asl sahifasi

Kalit so‘zlar

Узбекский язык, обработка естественного языка, языковая модель, набор обучающих данных, глубокое обучение, рекуррентные нейронные сети, оценка точности модели, коэффициент недоумения, Uzbek language, natural language processing, language model, training dataset, deep learning, recurrent neural networks, model accuracy assessment, perplexity coefficient

Ilmiy soha

Texnika

Iqtibos keltirish

APAХужаяров, Илёс, & Очилов, Маннон (2024). Development of a language model based on artificial neural networks for the uzbek language. Рақамли технологияларнинг назарий ва амалий масалалари, 7(3), 76-83. https://doi.org/10.62132/ijdt.v7i3.199
GOST (OAK)Хужаяров, Илёс, Очилов, Маннон Development of a language model based on artificial neural networks for the uzbek language // Рақамли технологияларнинг назарий ва амалий масалалари. – 2024. – T. 7, № 3. – P. 76-83. – DOI: 10.62132/ijdt.v7i3.199.
MLAХужаяров, Илёс, and Очилов, Маннон. “Development of a language model based on artificial neural networks for the uzbek language.” Рақамли технологияларнинг назарий ва амалий масалалари, 7(3), 76-83, 2024. https://doi.org/10.62132/ijdt.v7i3.199
ChicagoХужаяров, Илёс, and Очилов, Маннон. “Development of a language model based on artificial neural networks for the uzbek language.” Рақамли технологияларнинг назарий ва амалий масалалари, 7(3), 76-83 (2024). https://doi.org/10.62132/ijdt.v7i3.199
HarvardХужаяров, Илёс, and Очилов, Маннон (2024) ‘Development of a language model based on artificial neural networks for the uzbek language’, Рақамли технологияларнинг назарий ва амалий масалалари, 7(3), 76-83. https://doi.org/10.62132/ijdt.v7i3.199
BibTeX
@article{article2024,
  title = {Development of a language model based on artificial neural networks for the uzbek language},
  author = {Хужаяров, Илёс and Очилов, Маннон},
  journal = {Рақамли технологияларнинг назарий ва амалий масалалари},
  year = {2024},
  volume = {7},
  number = {3},
  pages = {76-83},
  doi = {10.62132/ijdt.v7i3.199},
  url = {https://doi.org/10.62132/ijdt.v7i3.199}
}

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