22 definitions found across 22 frameworks
| Framework | Definition | Notes |
|---|---|---|
| From Genesis to Maturity: Managing Knowledge Graph Ecosystems Through Life Cycles 2025 |
Quality dimension from From Genesis to Maturity: Managing Knowledge Graph Ecosystems Through Life Cycles (2025) | — |
| From Genesis to Maturity: Managing Knowledge Graph Ecosystems Through Life Cycles 2025 |
Vision paper addressing challenges in managing KGs, proposing KGE ecosystems and life cycles to systematically manage tasks like standardization, continuous updates, and provenance tracking. (2025) | — |
| Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge Graphs (MAKGED). 2025 |
Quality dimension from Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge Graphs (MAKGED). (2025) | — |
| Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge Graphs (MAKGED). 2025 |
Introduces MAKGED, a multi-agent LLM+GCN approach for KG error detection. Four agents (head-forward/backward, tail-forward/backward) are trained on bidirectional subgraph embeddings concatenated with LLM query embeddings. They discuss and vote on each triple’s correctness. Outperforms SOTA by +0.73% on FB15k and +6.62% on WN18RR. (2025) | — |
| Continuous Knowledge Graph Quality Assessment through Comparison using ABECTO. 2024 |
Quality dimension from Continuous Knowledge Graph Quality Assessment through Comparison using ABECTO. (2024) | — |
| Continuous Knowledge Graph Quality Assessment through Comparison using ABECTO. 2024 |
Presents ABECTO, a command-line tool for continuous QA of RDF knowledge graphs. It automatically compares multiple overlapping KGs to spot missing or incorrect values. The tool outputs quality annotations (deviations, completeness) over time, enabling CI-style monitoring. (2024) | — |
| KGHeartBeat: a Knowledge Graph Quality
Assessment Tool 2024 |
Quality dimension from KGHeartBeat: a Knowledge Graph Quality Assessment Tool (2024) | — |
| KGHeartBeat: a Knowledge Graph Quality
Assessment Tool 2024 |
An open-source tool for periodically evaluating the quality of KGs. (2024) | — |
| Quality Without Borders: A Modular Approach to Unified
Knowledge Graph Assessment 2024 |
Quality dimension from Quality Without Borders: A Modular Approach to Unified Knowledge Graph Assessment (2024) | — |
| 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 5-star open data scheme. (2024) | — |
| Structural Quality Metrics to Evaluate Knowledge Graph Quality 2022 |
Quality dimension from Structural Quality Metrics to Evaluate Knowledge Graph Quality (2022) | — |
| Structural Quality Metrics to Evaluate Knowledge Graph Quality 2022 |
Presents six structural quality metrics (ICR, IPR, CI, IMI, SPA, SPI) to evaluate KGs based on the specificity and active usage of the underlying ontology (structure). (2022) | — |
| Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods 2017 |
Quality dimension from Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods (2017) | — |
| 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 in KGs, along with their evaluation. Summarizes both completion and correction techniques, and categorizes evaluation methodologies. (2017) | — |
| Linked Data Quality Assessment through Network Analysis 2011 |
Quality dimension from Linked Data Quality Assessment through Network Analysis (2011) | — |
| Linked Data Quality Assessment through Network Analysis 2011 |
Proposes a framework to assess Linked Data quality from a global network perspective. Uses graph/network measures (e.g., degree, connectivity) to quantify whether newly added inter-dataset links improve or degrade data quality. Validated on known-quality link sets to detect quality changes. (2011) | — |
| Linked Data – Design Issues. 2006 |
Quality dimension from Linked Data – Design Issues. (2006) | — |
| Linked Data – Design Issues. 2006 |
The document outlines the fundamental design principles behind Linked Data on the Web. It proposes a set of rules for how data should be identified, accessed, described, and linked to other resources to enable a global web of data. These ideas became the cornerstone of the Semantic Web and inspired many later frameworks for data and knowledge graph quality. (2006) | — |
| Data Quality in Context 1997 |
Quality dimension from Data Quality in Context (1997) | — |
| Data Quality in Context 1997 |
Seminal work discussing data quality across various dimensions in organizational contexts. (1997) | — |
| Beyond Accuracy: What data quality means to Data Consumers 1996 |
Quality dimension from Beyond Accuracy: What data quality means to Data Consumers (1996) | — |
| Beyond Accuracy: What data quality means to Data Consumers 1996 |
Shifted the focus of data quality discussions beyond mere accuracy to a broader contextual understanding of data quality for consumers. (1996) | — |