COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS

Vol. 1 No. 1 (2025): COMPUTER LINGUISTICS: PROBLEMS, SOLUTIONS, PROSPECTS
Articles

LEKSIK DARAJADAGI PEREFRAZ TAKSONOMIYASINI AMALGA OSHIRISH BOSQICHLARI

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  • Xolisa Axmedova,
  • Iroda Ko‘charova
Xolisa Axmedova
Tashkent State University named after Alisher Navoi University of Uzbek language and literature
Bio

Published 2025-05-03

Keywords

  • Perafraza taksonomiyasi, NLP, Skip-gram, leksik darajadagi taksonomiya, sinonim, antonym, morfologik o‘zgarishlar, GloVe.

Abstract

Ushbu maqolada, tabiiy tilga ishlov berish (Natural Language Processing - NLP) sohasidagi perefraz qilish (paraphrasing) algoritmlariga oid muhim tushunchalar keltirib o‘tiladi. Perefraz qilishning leksik darajadagi taksonomiyasi, sinonimlari, antonimlari va morfologik o‘zgarishlari kabi turlari orqali gaplarni semantik jihatdan ekvivalent tarzda ifodalash jarayoni o‘rganiladi. Glove algoritmi so‘z vektorlarining o‘rtacha qiymati va Skip-gram usullari yordamida gaplarning semantik o‘xshashligini baholashga yordam beradi.

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