knowledge graphs

6 Articles

Temporal knowledge graph benchmarks: A data leakage audit

A 2026 audit of temporal knowledge graph benchmark data leakage: time-stripped overlap, inverse shortcuts, forecasting history, ranking protocols and a reproducible acceptance sheet with published comparisons.

October 14, 2026• 22 min read
temporal knowledge graph benchmark data leakagetemporal knowledge graph evaluationbenchmark audit

Knowledge graph identifier versioning after corrections

A 2026 guide to knowledge graph identifier versioning: stable referents, correction responses, retirement and custody transfer, with a lifecycle matrix, historical replay tests and a proposed registry schedule.

October 12, 2026• 24 min read
knowledge graph identifier versioningpersistent identifiersknowledge graphs

RDF 1.2 provenance: triple terms, reifiers, named graphs

A 2026 migration analysis of RDF 1.2 provenance, including six assertion-safety tests, a 13-quad two-library round trip, and guidance on reifiers versus named graphs.

September 23, 2026• 24 min read
rdf 1.2 provenancerdf 1.2triple terms

Google Knowledge Vault: What Survived at Web Scale

A 2026 evidence-led analysis of Google Knowledge Vault, its 1.6 billion unique triples, POPACCU+ error audit, provenance assumptions, and a defensible evaluation checklist.

September 23, 2026• 19 min read
probabilistic knowledge basesknowledge graphsknowledge provenance

Competency Questions: From Business Need to Ontology Test

A 2026 guide to ontology competency questions as traceability contracts, covering five CQ types, SPARQL and SHACL testing, fixtures, expected results, and regression evidence.

September 22, 2026• 24 min read
competency questions ontologyontology engineeringontology requirements

Merge or Relate? A Framework for Organization Records

A 2026 evidence framework for deciding when organization records share one identity or require a typed link, with a decision tree, five synthetic cases, invariants, and error-cost analysis.

September 22, 2026• 23 min read
merge or relate organization recordsentity resolutionorganization identity resolution