56. 02. Integrating Knowledge Graphs with Large Language Models for Interactive Knowledge Systems

Interactive Knowledge Systems (IKS) aim to facilitate dynamic and meaningful human-computer interaction by leveraging natural language understanding and structured knowledge. The integration of Knowledge Graphs (KGs) and Large Language Models (LLMs) presents a promising approach to enhance the factual accuracy, reasoning, and explain ability of such systems. This paper explores the motivations, integration methodologies, challenges, and applications of combining KGs with LLMs within IKS frameworks, highlighting recent advances and future research directions.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-08-03
DOI
https://doi.org/10.5281/zenodo.16730565
Primary Topic
Advanced Graph Neural Networks
Type
article
Field-Weighted Citation Impact
0.00
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article

56. 02. Integrating Knowledge Graphs with Large Language Models for Interactive Knowledge Systems

Zenodo (CERN European Organization for Nuclear Research)
Advanced Graph Neural Networks
article

56. 02. Integrating Knowledge Graphs with Large Language Models for Interactive Knowledge Systems

article en

Abstract

Interactive Knowledge Systems (IKS) aim to facilitate dynamic and meaningful human-computer interaction by leveraging natural language understanding and structured knowledge. The integration of Knowledge Graphs (KGs) and Large Language Models (LLMs) presents a promising approach to enhance the factual accuracy, reasoning, and explain ability of such systems. This paper explores the motivations, integration methodologies, challenges, and applications of combining KGs with LLMs within IKS frameworks, highlighting recent advances and future research directions.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Openalex Percentile: Top 76%
Advanced Graph Neural Networks
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56. 02. Integrating Knowledge Graphs with Large Language Models for Interactive Knowledge Systems · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS