KO‘P TILLI PARALLEL KORPUS ARXITEKTURASI VA GAPLARNI AVTOMATIK MOSLASHTIRISH ALGORITMI

Mualliflar

  • Omonboy Mullaboev Author
  • Yusufjon Bo’riyev Author

DOI:

https://doi.org/10.47390/ydif-y2026v2i8/n02

Kalit so‘zlar:

parallel korpus, ko‘p tillilik, arxitektura, gaplarni moslashtirish, NLP, mashina tarjimasi.

Annotasiya

Mazkur maqolada ko‘p tilli parallel korpuslarni yaratish, saqlash va ulardan samarali foydalanishga mo‘ljallangan moslashuvchan arxitektura hamda gaplarni avtomatik moslashtirish algoritmi taklif etiladi. Taklif etilgan arxitektura asar, gap va so‘z sathlaridan iborat uch bosqichli ierarxik model asosida qurilgan. Parallel gaplarni aniqlash uchun uzunlik o‘xshashligi, tartib yaqinligi va mazmuniy o‘xshashlik mezonlariga asoslangan gibrid algoritm ishlab chiqildi.

Manbalar

1. Brown, P. F., Lai, J. C., Mercer, R. L. Aligning sentences in parallel corpora // Proceedings of ACL, 1991. https://doi.org/10.3115/981344.981366

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3. Gale, W. A., Church, K. W. A program for aligning sentences in bilingual corpora Computational Linguistics. 1993. Vol. 19(1). P. 75–102.

4. Conneau, A. et al. Unsupervised cross-lingual representation learning at scale // ACL, 2020. https://doi.org/10.18653/v1/2020.acl-main.747

5. Feng, F. et al. Language-agnostic BERT sentence embedding // ACL Findings, 2022. https://doi.org/10.18653/v1/2022.acl-long.62

6. Och, F. J., Ney, H. A systematic comparison of various statistical alignment models // Computational Linguistics. 2003. Vol. 29(1). P. 19–51. https://doi.org/10.1162/089120103321337421

7. Reimers, N., Gurevych, I. Sentence-BERT: Sentence embeddings using Siamese BERT-networks // EMNLP, 2019. https://doi.org/10.18653/v1/D19-1410

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Nashr qilingan

2026-04-29

Qanday ko'rsatish

Mullaboev, O., & Bo’riyev, Y. (2026). KO‘P TILLI PARALLEL KORPUS ARXITEKTURASI VA GAPLARNI AVTOMATIK MOSLASHTIRISH ALGORITMI. YANGI DAVR ILM-FANI: INSON UCHUN INNOVATSION G‘OYA VA YECHIMLAR, 2(8), 10-15. https://doi.org/10.47390/ydif-y2026v2i8/n02