Select two or more frameworks to compare their similarities and differences.
Comparing 1 framework: Continuous Knowledge Graph Quality Assessment through Comparison using ABECTO.
| Field |
Continuous Knowledge Graph Quality Assessment through Comparison using ABECTO. 2024 |
|---|---|
| Year | 2024 |
| Title | Continuous Knowledge Graph Quality Assessment through Comparison using ABECTO. |
| Abstract | 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, … |
| Objectives | Automate periodic monitoring of KG accuracy and completeness without an ideal reference dataset. |
| Methodology | CLI framework that takes multiple KGs as input, computes differences (completeness and value deviations) by aligning overlapping entities and relations. |
| Algorithm Used | ABECTO (automated graph comparison). |
| Top Model | Comparative analysis tool. |
| Accuracy | Not applicable (qualitative tool); shown to improve detection of omissions and deviations in KG maintenance. |
| Advantages | Automates quality checks in CI pipelines; uses existing KGs as “reference” (silver standard); improves detected accuracy/completeness. |
| Drawbacks | Depends on availability of overlapping KGs; may miss defects if all compared KGs share the same errors. |
| Source | https://elib.dlr.de/206343/1/2024_Keil_ABECTO-CI.pdf |
| Total Criteria | 5 |
Comparing 5 unique criteria across selected frameworks.
| Criterion |
Continuous Knowledge Graph Quality Assessment through Comparison using ABECTO. 2024 |
|---|---|
| Accuracy |
✓ Included
Description: 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, … Definitions:
|
| Completeness |
✓ Included
Description: 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, … Definitions:
|
| Consistent representation |
✓ Included
Description: 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, … Definitions:
|
| Reproducibility |
✓ Included
Description: 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, … Definitions:
|
| Timeliness |
✓ Included
Description: 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, … Definitions:
|