Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods

Year:	2017
Title:	Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods
Abstract:	Surveys KG refinement (completeness and error-correction). Reviews methods for inferring missing facts and detecting errors in KGs, along with their evaluation. Summarizes both completion and correction techniques, and categorizes evaluation methodologies.
Objectives:	Provide an overview of techniques and evaluation practices for improving KG quality.
Methodology:	Literature survey of KG completion/correction; categorizes methods (rule-based, ML, inference) and evaluation strategies (gold vs. silver standard, etc.)
Algorithm Used:	—
Top Model:	Survey (no single model)
Accuracy:	—
Advantages:	Comprehensive review of KG improvement methods (completion and cleaning) with attention to how they are evaluated.
Drawbacks:	Focus on methods (not metrics per se); older (2016), so missing newer embedding/LLM approaches.
Source:	https://journals.sagepub.com/doi/epub/10.3233/SW-160218 Edit

Criteria (5)

Name	Description	Definitions
Accuracy	Surveys KG refinement (completeness and error-correction). Reviews methods for inferring missing facts and detecting errors in KGs, along with their …	Quality dimension from Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods (2017) Surveys KG refinement (completeness and error-correction). Reviews methods for inferring missing facts and detecting errors …
Completeness	Surveys KG refinement (completeness and error-correction). Reviews methods for inferring missing facts and detecting errors in KGs, along with their …	Quality dimension from Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods (2017) Surveys KG refinement (completeness and error-correction). Reviews methods for inferring missing facts and detecting errors …
Consistent representation	Surveys KG refinement (completeness and error-correction). Reviews methods for inferring missing facts and detecting errors in KGs, along with their …	Quality dimension from Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods (2017) Surveys KG refinement (completeness and error-correction). Reviews methods for inferring missing facts and detecting errors …
Refinement (Value added	Surveys KG refinement (completeness and error-correction). Reviews methods for inferring missing facts and detecting errors in KGs, along with their …	Surveys KG refinement (completeness and error-correction). Reviews methods for inferring missing facts and detecting errors …
Refinement (Value added)	Quality dimension from Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods	Quality dimension from Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods (2017)