@article{ART003245111},
author={Kim, JeongSig and KIM, JIN HONG},
title={A Study on the Interrelationship with SLM-based Knowledge Graph},
journal={Journal of Software Assessment and Valuation},
issn={2092-8114},
year={2025},
volume={21},
number={3},
pages={113-122}
TY - JOUR
AU - Kim, JeongSig
AU - KIM, JIN HONG
TI - A Study on the Interrelationship with SLM-based Knowledge Graph
JO - Journal of Software Assessment and Valuation
PY - 2025
VL - 21
IS - 3
PB - Korea Software Assessment and Valuation Society
SP - 113
EP - 122
SN - 2092-8114
AB - This paper explores the integration of Small Language Models (SLMs) with knowledge graphs (KGs) to enhance interoperability and knowledge representation. While Large Language Models (LLMs) have demonstrated remarkable capabilities in natural language understanding, their computational demands and lack of domain-specific focus present challenges. SLMs, with their smaller footprint and lower resource requirements, offer a promising alternative, particularly for creating and managing specialized knowledge graphs. We propose a novel framework that leverages SLMs to extract entities and relations from unstructured text, which are then used to construct and enrich a knowledge graph. This approach focuses on improving the interoperability between different knowledge sources by creating a unified, machine-readable representation.
KW - small language models;knowledge graph;structured knowledge representations;framework
DO -
UR -
ER -
Kim, JeongSig and KIM, JIN HONG. (2025). A Study on the Interrelationship with SLM-based Knowledge Graph. Journal of Software Assessment and Valuation, 21(3), 113-122.
Kim, JeongSig and KIM, JIN HONG. 2025, "A Study on the Interrelationship with SLM-based Knowledge Graph", Journal of Software Assessment and Valuation, vol.21, no.3 pp.113-122.
Kim, JeongSig, KIM, JIN HONG "A Study on the Interrelationship with SLM-based Knowledge Graph" Journal of Software Assessment and Valuation 21.3 pp.113-122 (2025) : 113.
Kim, JeongSig, KIM, JIN HONG. A Study on the Interrelationship with SLM-based Knowledge Graph. 2025; 21(3), 113-122.
Kim, JeongSig and KIM, JIN HONG. "A Study on the Interrelationship with SLM-based Knowledge Graph" Journal of Software Assessment and Valuation 21, no.3 (2025) : 113-122.
Kim, JeongSig; KIM, JIN HONG. A Study on the Interrelationship with SLM-based Knowledge Graph. Journal of Software Assessment and Valuation, 21(3), 113-122.
Kim, JeongSig; KIM, JIN HONG. A Study on the Interrelationship with SLM-based Knowledge Graph. Journal of Software Assessment and Valuation. 2025; 21(3) 113-122.
Kim, JeongSig, KIM, JIN HONG. A Study on the Interrelationship with SLM-based Knowledge Graph. 2025; 21(3), 113-122.
Kim, JeongSig and KIM, JIN HONG. "A Study on the Interrelationship with SLM-based Knowledge Graph" Journal of Software Assessment and Valuation 21, no.3 (2025) : 113-122.
