Constructing knowledge graphs by Large Language Models: Methodology, practice, and challenges

Jiaxin Wu

doi:10.1016/j.knosys.2026.116963

Constructing knowledge graphs by Large Language Models: Methodology, practice, and challenges

2026-09-08

0

PRE

AI

DOI：10.1016/j.knosys.2026.116963

Original

Original request for help

Save

Abstract

En 中文

• Categorizes on constructing Knowledge Graphs (KGs) by Large Language Models (LLMs). • Collates 16 datasets and 3 metrics, comparing 28 methods for KG construction. • Explores LLMs for domain-specific/multimodal KG construction. • Discusses key challenges and future directions for LLMs in KG construction.

Keywords:

Knowledge graphs

Large Language Models

Fine-tuning

Prompt engineering

Domain-specific knowledge graphs

Constructing knowledge graphs by Large Language Models: Methodology, practice, and challenges

Abstract

Journal

Organization

Cited Papers