@article{ART003104515},
author={Gwang-Wu Yi and Soo Kyun Kim},
title={Design of a Question-Answering System based on RAG Model for Domestic Companies},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={7},
pages={81-88},
doi={10.9708/jksci.2024.29.07.081}
TY - JOUR
AU - Gwang-Wu Yi
AU - Soo Kyun Kim
TI - Design of a Question-Answering System based on RAG Model for Domestic Companies
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 7
PB - The Korean Society Of Computer And Information
SP - 81
EP - 88
SN - 1598-849X
AB - Despite the rapid growth of the generative AI market and significant interest from domestic companies and institutions, concerns about the provision of inaccurate information and potential information leaks have emerged as major factors hindering the adoption of generative AI. To address these issues, this paper designs and implements a question-answering system based on the Retrieval-Augmented Generation (RAG) architecture. The proposed method constructs a knowledge database using Korean sentence embeddings and retrieves information relevant to queries through optimized searches, which is then provided to the generative language model. Additionally, it allows users to directly manage the knowledge database to efficiently update changing business information, and it is designed to operate in a private network to reduce the risk of corporate confidential information leakage. This study aims to serve as a useful reference for domestic companies seeking to adopt and utilize generative AI.
KW - Retrieval-Augmented Generation;Generative AI(Generative Language Model);Question-Answering System;Korean Sentence Semantic Search
DO - 10.9708/jksci.2024.29.07.081
ER -
Gwang-Wu Yi and Soo Kyun Kim. (2024). Design of a Question-Answering System based on RAG Model for Domestic Companies. Journal of The Korea Society of Computer and Information, 29(7), 81-88.
Gwang-Wu Yi and Soo Kyun Kim. 2024, "Design of a Question-Answering System based on RAG Model for Domestic Companies", Journal of The Korea Society of Computer and Information, vol.29, no.7 pp.81-88. Available from: doi:10.9708/jksci.2024.29.07.081
Gwang-Wu Yi, Soo Kyun Kim "Design of a Question-Answering System based on RAG Model for Domestic Companies" Journal of The Korea Society of Computer and Information 29.7 pp.81-88 (2024) : 81.
Gwang-Wu Yi, Soo Kyun Kim. Design of a Question-Answering System based on RAG Model for Domestic Companies. 2024; 29(7), 81-88. Available from: doi:10.9708/jksci.2024.29.07.081
Gwang-Wu Yi and Soo Kyun Kim. "Design of a Question-Answering System based on RAG Model for Domestic Companies" Journal of The Korea Society of Computer and Information 29, no.7 (2024) : 81-88.doi: 10.9708/jksci.2024.29.07.081
Gwang-Wu Yi; Soo Kyun Kim. Design of a Question-Answering System based on RAG Model for Domestic Companies. Journal of The Korea Society of Computer and Information, 29(7), 81-88. doi: 10.9708/jksci.2024.29.07.081
Gwang-Wu Yi; Soo Kyun Kim. Design of a Question-Answering System based on RAG Model for Domestic Companies. Journal of The Korea Society of Computer and Information. 2024; 29(7) 81-88. doi: 10.9708/jksci.2024.29.07.081
Gwang-Wu Yi, Soo Kyun Kim. Design of a Question-Answering System based on RAG Model for Domestic Companies. 2024; 29(7), 81-88. Available from: doi:10.9708/jksci.2024.29.07.081
Gwang-Wu Yi and Soo Kyun Kim. "Design of a Question-Answering System based on RAG Model for Domestic Companies" Journal of The Korea Society of Computer and Information 29, no.7 (2024) : 81-88.doi: 10.9708/jksci.2024.29.07.081
