O‘ZBEK TILI KORPUSIDA NERNI TEGLASHNING UMUMIY QOIDALARI
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Ushbu maqola o‘zbek tili korpusida nomlangan obyektlarni tanib olish (NER – Named Entity Recognition) tizimlarini yaratish va ularni teglash jarayonlariga bag‘ishlangan. Maqolada NER tizimlarining ahamiyati, ularning tabiiy tilni qayta ishlashdagi roli, shuningdek, o‘zbek tilida ushbu tizimlarni ishlab chiqishdagi mavjud qiyinchiliklar va muammolar tahlil qilinadi. O‘zbek tilining morfologik va sintaktik xususiyatlari, shuningdek, fonetik va leksik farqlari NER tizimlarining aniqligini oshirishda muhim omillar hisoblanadi. Shuningdek, o‘zbek tilida NER tizimlarini yaratish va ularni samarali ishlashini ta'minlash uchun zarur bo‘lgan metodologiyalar va amaliy yondoshuvlar ko‘rib chiqiladi. Taqdim etilgan materiallar va tahlillar texnik xodimlar, kompyuter tilshunoslari va sohada ishlayotgan tadqiqotchilar uchun foydali manba bo‘lishi mumkin.
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2. Elov, Botir B., and Madina T. Samatboyeva. “NER: Methods FOR Automatic Identification of Anthroponyms in Uzbek Texts.” 2024 IEEE 3rd International Conference on Problems of Informatics, Electronics and Radio Engineering (PIERE). IEEE, 2024.
3. https://doi.org/10.1109/PIERE62470.2024.10805025
4. https://lex.uz/uz/docs/-5058351
5. Elov B., M.Samatboyeva. Identifying NER (Named Entity Recognition) objects in uzbek language texts. science and innovation international scientific journal volume 2 issue. Toshkent., 44-57. UIF-2022: 8.2 | ISSN: 2181-3337 | Scientists.Uz.
6. Martin D. Tabiiy tilni qayta ishlash (NLP) muhandisi: mas’uliyat va yo‘l xaritasi. 2023. 13-b.
7. https://www.unite.ai/uz/tabiiy-tilni-qayta-ishlash-nlp-muhandisi-mas%27uliyati-yo%27l-xaritasi/
8. J.R. Finkel, T. Grenager, C. Manning. Understanding Named Entity Recognition. 2005 – p 5. A. Nadeau, S. Sekine. A Survey of Named Entity Recognition and Classification. 2007 – p 3.
9. David Milne, Ian H. Witten. Named Entity Recognition and Classification. 2008 – p 8.
10. https://docs.deeppavlov.ai/en/master/features/models/NER.html
11. Maria L. Coppola. Named entity recognition tagging: How to tag data & recognise entities [+ Tools]. Datavid published. 2023 – p 55
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