This article presents a methodology for developing an AI-based computational-linguistic model for detecting semantic meaning and sentiment in user reviews on tourism platforms across three languages — Uzbek, Russian, and English. The study integrates transformer-based multilingual language models (multilingual BERT, XLM-RoBERTa), ontology-driven semantic analysis, and multi-class sentiment classification. Experiments conducted on a monoliguial tourism review corpus demonstrated that the model achieves an overall accuracy of 91.4%. The research results are of significant scientific and practical importance for Uzbek NLP development.
| Mualliflar | Dilshod Xo‘jayev |
|---|---|
| Jurnal | Ижтимоий-гуманитар соҳада илмий-инновацион тадқиқотлар |
| Nashriyot | Ўзбекистон Миллий университети Жиззах филиали |
| ISSN | 3060-5059 |
| Nashr sanasi | 2026-06-16 |
| Jild | 3 |
| Son | 6 |
| Betlar | 297-300 |
| Til | O‘zbek |
| Ilmiy soha | Filologiya |
| DOI | 10.67227/ryz6p038 |
| Indeksga qo‘shilgan | 2026-09-02 |
DOI: 10.67227/ryz6p038 · Maqolaning asl sahifasi · PDF
| APA | Dilshod Xo‘jayev (2026). TURIZM PLATFORMALARIDAGI O‘ZBEKCHA SHARHLARDA SEMANTIK MA‘NO VA SENTIMENTNI ANIQLASHNING SUN‘IY INTELLEKTGA ASOSLANGAN KOMPYUTER-LINGVISTIK MODELI. Ижтимоий-гуманитар соҳада илмий-инновацион тадқиқотлар, 3(6), 297-300. https://doi.org/10.67227/ryz6p038 |
|---|---|
| GOST (OAK) | Dilshod Xo‘jayev TURIZM PLATFORMALARIDAGI O‘ZBEKCHA SHARHLARDA SEMANTIK MA‘NO VA SENTIMENTNI ANIQLASHNING SUN‘IY INTELLEKTGA ASOSLANGAN KOMPYUTER-LINGVISTIK MODELI // Ижтимоий-гуманитар соҳада илмий-инновацион тадқиқотлар. – 2026. – T. 3, № 6. – B. 297-300. – DOI: 10.67227/ryz6p038. |
| MLA | Dilshod Xo‘jayev. “TURIZM PLATFORMALARIDAGI O‘ZBEKCHA SHARHLARDA SEMANTIK MA‘NO VA SENTIMENTNI ANIQLASHNING SUN‘IY INTELLEKTGA ASOSLANGAN KOMPYUTER-LINGVISTIK MODELI.” Ижтимоий-гуманитар соҳада илмий-инновацион тадқиқотлар, 3(6), 297-300, 2026. https://doi.org/10.67227/ryz6p038 |
| Chicago | Dilshod Xo‘jayev. “TURIZM PLATFORMALARIDAGI O‘ZBEKCHA SHARHLARDA SEMANTIK MA‘NO VA SENTIMENTNI ANIQLASHNING SUN‘IY INTELLEKTGA ASOSLANGAN KOMPYUTER-LINGVISTIK MODELI.” Ижтимоий-гуманитар соҳада илмий-инновацион тадқиқотлар, 3(6), 297-300 (2026). https://doi.org/10.67227/ryz6p038 |
| Harvard | Dilshod Xo‘jayev (2026) ‘TURIZM PLATFORMALARIDAGI O‘ZBEKCHA SHARHLARDA SEMANTIK MA‘NO VA SENTIMENTNI ANIQLASHNING SUN‘IY INTELLEKTGA ASOSLANGAN KOMPYUTER-LINGVISTIK MODELI’, Ижтимоий-гуманитар соҳада илмий-инновацион тадқиқотлар, 3(6), 297-300. https://doi.org/10.67227/ryz6p038 |
| BibTeX | @article{dilshodxojayev2026,
title = {TURIZM PLATFORMALARIDAGI O‘ZBEKCHA SHARHLARDA SEMANTIK MA‘NO VA SENTIMENTNI ANIQLASHNING SUN‘IY INTELLEKTGA ASOSLANGAN KOMPYUTER-LINGVISTIK MODELI},
author = {Dilshod Xo‘jayev},
journal = {Ижтимоий-гуманитар соҳада илмий-инновацион тадқиқотлар},
year = {2026},
volume = {3},
number = {6},
pages = {297-300},
doi = {10.67227/ryz6p038},
url = {https://doi.org/10.67227/ryz6p038}
} |
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