This study proposes an automated algorithm for constructing a punctuation-annotated dataset for training Transformer–BiLSTM models in Uzbek. The process includes text normalization, punctuation-aware tokenization, token-level labeling, dataset partitioning, and conversion into CoNLL format. A total of 11 labels are used, and the resulting corpus contains 11,888,213 tokens. The proposed method is intended for preparing large-scale annotated Uzbek data for punctuation restoration.
| Mualliflar | Sharipov, Maksud Siddiqovich, Adinayev, Hushnudbek Saylboyevich, Шарипов, Максуд Сиддикович, Адинаев, Хушнудбек Сайлбоевич, Sharipov, Maqsud Siddiqovich, Adinayev, Xushnudbek Saylboyevich |
|---|---|
| Jurnal | Ilim ha’m ja’miyet |
| Nashriyot | Нукус давлат педагогика институти |
| ISSN | 2010-720x, 2181-1555 |
| Nashr sanasi | 2026-09-30 |
| Son | 6-1 |
| Betlar | 37-39 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| Indeksga qo‘shilgan | 2026-10-01 |
punktuatsiyani tiklash, oʻzbek tili, Transformer, BiLSTM, tabiiy tilni qayta ishlash, восстановление пунктуации, узбекский язык, Transformer, BiLSTM, обработка естественного языка, punctuation restoration, Uzbek language, Transformer, BiLSTM, natural language processing
| APA | Sharipov, Maksud Siddiqovich, Adinayev, Hushnudbek Saylboyevich, Шарипов, Максуд Сиддикович, Адинаев, Хушнудбек Сайлбоевич, Sharipov, Maqsud Siddiqovich, & Adinayev, Xushnudbek Saylboyevich (2026). AUTOMATED CONSTRUCTION OF A PUNCTUATION-TAGGED CORPUS FOR TRANSFORMER–BILSTM-BASED PUNCTUATION RESTORATION IN UZBEK. Ilim ha’m ja’miyet, (6-1), 37-39. https://journal.ndpi.uz/index/article/view/2026-6-1-011 |
|---|---|
| GOST (OAK) | Sharipov, Maksud Siddiqovich va b. AUTOMATED CONSTRUCTION OF A PUNCTUATION-TAGGED CORPUS FOR TRANSFORMER–BILSTM-BASED PUNCTUATION RESTORATION IN UZBEK // Ilim ha’m ja’miyet. – 2026. – № 6-1. – P. 37-39. |
| MLA | Sharipov, Maksud Siddiqovich, Adinayev, Hushnudbek Saylboyevich, Шарипов, Максуд Сиддикович, Адинаев, Хушнудбек Сайлбоевич, Sharipov, Maqsud Siddiqovich, and Adinayev, Xushnudbek Saylboyevich. “AUTOMATED CONSTRUCTION OF A PUNCTUATION-TAGGED CORPUS FOR TRANSFORMER–BILSTM-BASED PUNCTUATION RESTORATION IN UZBEK.” Ilim ha’m ja’miyet, (6-1), 37-39, 2026. https://journal.ndpi.uz/index/article/view/2026-6-1-011 |
| Chicago | Sharipov, Maksud Siddiqovich, Adinayev, Hushnudbek Saylboyevich, Шарипов, Максуд Сиддикович, Адинаев, Хушнудбек Сайлбоевич, Sharipov, Maqsud Siddiqovich, and Adinayev, Xushnudbek Saylboyevich. “AUTOMATED CONSTRUCTION OF A PUNCTUATION-TAGGED CORPUS FOR TRANSFORMER–BILSTM-BASED PUNCTUATION RESTORATION IN UZBEK.” Ilim ha’m ja’miyet, (6-1), 37-39 (2026). https://journal.ndpi.uz/index/article/view/2026-6-1-011 |
| Harvard | Sharipov, Maksud Siddiqovich, Adinayev, Hushnudbek Saylboyevich, Шарипов, Максуд Сиддикович, Адинаев, Хушнудбек Сайлбоевич, Sharipov, Maqsud Siddiqovich, and Adinayev, Xushnudbek Saylboyevich (2026) ‘AUTOMATED CONSTRUCTION OF A PUNCTUATION-TAGGED CORPUS FOR TRANSFORMER–BILSTM-BASED PUNCTUATION RESTORATION IN UZBEK’, Ilim ha’m ja’miyet, (6-1), 37-39. https://journal.ndpi.uz/index/article/view/2026-6-1-011 |
| BibTeX | @article{sharipovmaksudsiddiqovich2026,
title = {AUTOMATED CONSTRUCTION OF A PUNCTUATION-TAGGED CORPUS FOR TRANSFORMER–BILSTM-BASED PUNCTUATION RESTORATION IN UZBEK},
author = {Sharipov, Maksud Siddiqovich and Adinayev, Hushnudbek Saylboyevich and Шарипов, Максуд Сиддикович and Адинаев, Хушнудбек Сайлбоевич and Sharipov, Maqsud Siddiqovich and Adinayev, Xushnudbek Saylboyevich},
journal = {Ilim ha’m ja’miyet},
year = {2026},
number = {6-1},
pages = {37-39},
url = {https://journal.ndpi.uz/index/article/view/2026-6-1-011}
} |
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