Digital Library

1. 1. Time Series Forecasting Using RAG-based News Information and Large Language Models: A Case Study on COVID-19 Data
   Dongkuk Kim, Yeonjun Choi, Beakcheol Jang, Vol. 26, No. 4, pp. 79-88, Aug. 2025
   10.7472/jksii.2025.26.4.79
   Keywords: Time Series Forecasting, Large Language Model (LLM), COVID-19, RAG, Natural language-based time series forecasting
2. 2. Research on the Security Intelligence & Regulation Enforcement Network(SIREN) Model with RAG
   JaeHwan Kwon, JuHo Bai, Gwang-Yong Gim, Vol. 26, No. 3, pp. 135-144, Jun. 2025
   10.7472/jksii.2025.26.3.135
   Keywords: Retrieval Augmented Generation(RAG), Large Language Model(LLM) Agent, Security Guide, Security Intelligence
3. 3. Research on Infectious Disease AI Agent Using Large Language Models : Focusing on Domestic Infectious Disease Data
   Seyeon Jeong, Beakcheol Jang, Vol. 26, No. 2, pp. 73-84, Apr. 2025
   10.7472/jksii.2025.26.2.73
   Keywords: Agent, Large Language Model, infectious disease, Retrieval Augmented Generation
4. 4. Small Language Model and RAG-Based Military Maintenance Manual Curation System
   Ye-rin Nam, Han-seon Choi, Jong-Geun Choi, Hyuk-Jin Kwon, Young-hoon Lee, Vol. 26, No. 1, pp. 181-192, Feb. 2025
   10.7472/jksii.2025.26.1.181
   Keywords: SLM(small Language Model), On-Device, RAG, Continual Pre-training, LoRa, PLM, Domain Specific
5. 5. A Study for Language Models as Agents for Strategic Decision-making Environments
   Jihwan Oh, Se-Young Yun, Vol. 26, No. 1, pp. 157-169, Feb. 2025
   10.7472/jksii.2025.26.1.157
   Keywords: decision-making, Language Model, instruction fine-tuning
6. 6. A Study on Automatic Discovery and Summarization Method of Battlefield Situation Related Documents using Natural Language Processing and Collaborative Filtering
   Kunyoung Kim, Jeongbin Lee, Mye Sohn, Vol. 24, No. 6, pp. 127-135, Dec. 2023
   10.7472/jksii.2023.24.6.127
   Keywords: Battlefield situation awareness, Decision Making, Natural Language Processing, Language Model, Collaborative Filtering, named entity recognition
7. 7. Multi-source information integration framework using self-supervised learning-based language model
   Hanmin Kim, Jeongbin Lee, Gyudong Park, Mye Sohn, Vol. 22, No. 6, pp. 141-150, Dec. 2021
   10.7472/jksii.2021.22.6.141
   Keywords: Self-Supervised Learning, Language Model, similar relationship between sentences, Multi-source information integration