Parsing the Uzbek language universal dependency treebank using a bi-affine neural model

Matlatipov, Sanatbek

Al-Farg'oniy avlodlari · 2025-yil

Annotatsiya

This study implements the deep bi-affine neural dependency parsing for the Uzbek language using a available Universal Dependency treebank. Key aspects such as attention layers, network architecture, embedding dropout rates, and optimization parameters (e.g., Adam optimizer) are discussed comprehensively. Experimental results demonstrate the bi-affine model achieves a UAS of 79.5% and a LAS of 72.4%, significantly outperforming a transition-based baseline parser by 6.7% (UAS) and 7.4% (LAS).

Maqola ma’lumotlari
MualliflarMatlatipov, Sanatbek
JurnalAl-Farg'oniy avlodlari
NashriyotТАТУ Фарғона филиали
ISSN2181-4252
Nashr sanasi2025-03-23
Son1
Betlar143-148
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Kalit so‘zlar

синтаксический анализ зависимостей, би-аффинное внимание, Узбекский язык, низкоресурсные языки, нейронные сети, Universal Dependencies, BiLSTM, dependency parsing, Uzbek language, bi-affine attention, BiLSTM, neural networks, low-resource, NLP (Natural Language Processing), Universal Dependencies, O'zbek tili, bi-affin neyron modeli, BiLSTM, chuqur neyron tarmoqlari, kam resursli tillar universal bog‘liqliklar

Ilmiy soha

Texnika

Iqtibos keltirish

APAMatlatipov, Sanatbek (2025). Parsing the Uzbek language universal dependency treebank using a bi-affine neural model. Al-Farg'oniy avlodlari, (1), 143-148. https://al-fargoniy.uz/index.php/journal/article/view/799
GOST (OAK)Matlatipov, Sanatbek Parsing the Uzbek language universal dependency treebank using a bi-affine neural model // Al-Farg'oniy avlodlari. – 2025. – № 1. – P. 143-148.
MLAMatlatipov, Sanatbek. “Parsing the Uzbek language universal dependency treebank using a bi-affine neural model.” Al-Farg'oniy avlodlari, (1), 143-148, 2025. https://al-fargoniy.uz/index.php/journal/article/view/799
ChicagoMatlatipov, Sanatbek. “Parsing the Uzbek language universal dependency treebank using a bi-affine neural model.” Al-Farg'oniy avlodlari, (1), 143-148 (2025). https://al-fargoniy.uz/index.php/journal/article/view/799
HarvardMatlatipov, Sanatbek (2025) ‘Parsing the Uzbek language universal dependency treebank using a bi-affine neural model’, Al-Farg'oniy avlodlari, (1), 143-148. https://al-fargoniy.uz/index.php/journal/article/view/799
BibTeX
@article{matlatipovsanatbek2025,
  title = {Parsing the Uzbek language universal dependency treebank using a bi-affine neural model},
  author = {Matlatipov, Sanatbek},
  journal = {Al-Farg'oniy avlodlari},
  year = {2025},
  number = {1},
  pages = {143-148},
  url = {https://al-fargoniy.uz/index.php/journal/article/view/799}
}

Boshqa maqola uchun iqtibos tayyorlash

Al-Farg'oniy avlodlari jurnalidan boshqa maqolalar

Al-Farg'oniy avlodlari — barcha maqolalar · 2025-yil arxivi

Matlatipov, Sanatbek — boshqa maqolalari

Texnika sohasidagi boshqa maqolalar

Texnika sohasidagi OAK jurnallari