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Bulletin of Abai KazNPU. Series of Physical and mathematical sciences

RESEARCH AND DEVELOPMENT OF A QUESTION AND ANSWER SYSTEM BASED ON THE BERT MODEL FOR THE KAZAKH LANGUAGE

Published December 2021

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D. Rakhimova+
Al-Farabi Kazakh National University, Almaty, Kazakhstan
D. Kassymova+
Institute of Information and Computational Technologies, Almaty, Kazakhstan
D. Isabaeva+
Abai Kazakh national pedagogical university, Kazakhstan, Almaty
Al-Farabi Kazakh National University, Almaty, Kazakhstan
Institute of Information and Computational Technologies, Almaty, Kazakhstan
Abai Kazakh national pedagogical university, Kazakhstan, Almaty
Abstract

This article presents the research and development of a question-and-answer system based on the BERT model for the Kazakh language. The article presents a new combination of normative and statistical approaches to the analysis of questions used in the system of answering questions of a closed subject area for agglutinative languages ​​such as Kazakh. Question analysis consists of focusing and classifying questions. To focus, we have several experts based on the rules of the Kazakh language FAQ. BERT is undoubtedly a useful model in using machine learning for natural language processing. It provides fast and accurate set-up and can be used in many practical and subsequent applications.

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Language

Русский

How to Cite

[1]
Рахимова, Д., Касымова, Д. and Исабаева, Д. 2021. RESEARCH AND DEVELOPMENT OF A QUESTION AND ANSWER SYSTEM BASED ON THE BERT MODEL FOR THE KAZAKH LANGUAGE. Bulletin of Abai KazNPU. Series of Physical and mathematical sciences. 76, 4 (Dec. 2021), 119–127. DOI:https://doi.org/10.51889/2021-4.1728-7901.16.