knowledge graph completeness

How to decide whether a federated SPARQL result is complete, incomplete or unknown: Darari et al. completeness statements, a query-level certificate, six failure tests and an 85% recall worked example, 2026.

A 2026 evidence guide to open-world negation, explicit negative knowledge, five epistemic states, local closure, negative sampling, and evaluation protocols.