Quality Without Borders: A Modular Approach to Unified Knowledge Graph Assessment

Year:	2024
Title:	Quality Without Borders: A Modular Approach to Unified Knowledge Graph Assessment
Abstract:	Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the 5-star open data scheme.
Objectives:	Design a Shared Framework to systematically align existing quality paradigms and improve KG Findability.
Methodology:	Systematic analysis and alignment; modular KG aggregator using crawlers, search APIs, and LLMs.
Algorithm Used:	LLM-guided discovery for aggregation
Top Model:	Shared Framework / "KG Weather Station"
Accuracy:	N/A (Conceptual/Proposal)
Advantages:	Unified assessment, metric reusability, consistent/comparable results, enhanced understanding, improved Findability.
Drawbacks:	Preliminary mapping is incomplete; certain FAIR principles (R1.3, A2) require new metrics; lack of validation across diverse domains.
Source:	https://ceur-ws.org/Vol-4085/paper21.pdf Edit

Criteria (6)

Name	Description	Definitions
Accessibility	Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the 5-star open data scheme. (2024)	Quality dimension from Quality Without Borders: A Modular Approach to Unified Knowledge Graph Assessment (2024) Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the …
Interpretability	Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the 5-star open data scheme. (2024)	Quality dimension from Quality Without Borders: A Modular Approach to Unified Knowledge Graph Assessment (2024) Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the …
Relevancy	Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the 5-star open data scheme. (2024)	Quality dimension from Quality Without Borders: A Modular Approach to Unified Knowledge Graph Assessment (2024) Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the …
Value added	Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the 5-star open data scheme. (2024)	Quality dimension from Quality Without Borders: A Modular Approach to Unified Knowledge Graph Assessment (2024) Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the …
Consistent representation	Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the 5-star open data scheme. (2024)	Quality dimension from Quality Without Borders: A Modular Approach to Unified Knowledge Graph Assessment (2024) Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the …
Findability	Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the 5-star open data scheme. (2024)	Quality dimension from Quality Without Borders: A Modular Approach to Unified Knowledge Graph Assessment (2024) Proposes a comprehensive Shared Framework to formally align KG-specific quality metrics, FAIR principles, and the …