Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs

Nedelina Teneva, Estevam Hruschka
11/10/2023
cs.LGcs.CL

No confident code implementation found for this paper. 1 possible match can be shown below.

Abstract

Despite the recent popularity of knowledge graph (KG) related tasks and benchmarks such as KG embeddings, link prediction, entity alignment and evaluation of the reasoning abilities of pretrained language models as KGs, the structure and properties of real KGs are not well studied. In this paper, we perform a large scale comparative study of 29 real KG datasets from diverse domains such as the natural sciences, medicine, and NLP to analyze their properties and structural patterns. Based on our findings, we make several recommendations regarding KG-based model development and evaluation. We believe that the rich structural information contained in KGs can benefit the development of better KG models across fields and we hope this study will contribute to breaking the existing data silos between different areas of research (e.g., ML, NLP, AI for sciences).

View on arXivView PDF

Code Implementations

No confident code match yet

We couldn't find an author-owned or strongly-evidenced community implementation for this paper. 1 weaker match is hidden by default — verify before relying on them.

No code implementations found yet.

Know of an implementation? Let us know in the comments below!

Similar Papers

A Survey on Knowledge Graph Structure and Knowledge Graph Embeddings

89% match2024

KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge

87% match1 repo1322024

Are Large Language Models Effective Knowledge Graph Constructors?

87% match2025

KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs

87% match2025

Combining Knowledge Graphs and Large Language Models

86% match2024

Research Trends for the Interplay between Large Language Models and Knowledge Graphs

86% match2024

Cite this paper

@article{teneva2023knowledge,
  title  = {Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs},
  author = {Nedelina Teneva and Estevam Hruschka},
  year   = {2023},
  eprint = {2311.06414},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2311.06414v1}
}

Add a badge to your README

Shows whether official code is linked for this paper.

Code of Paper badge
[![Code of Paper](https://codeofpaper.com/badge/2311.06414.svg)](https://codeofpaper.com/paper/2311.06414)

Discussion