reproducibility

Structured data verification for claims over joined tables: ClaimDB's 53,368 claims, a synthetic SQLite witness with 11 perturbations, separate abstention and reproducibility metrics with Wilson intervals (2026).

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.