benchmark evaluation

A 2026 methods guide to reconciling numerical claims: unit and time alignment, CRH loss functions, versioned MaDI-Bench evidence, and a reproducible fixture showing ranking sensitivity.

A 2026 research protocol for hierarchical truth discovery: a five-relation conflict matrix, a disclosed scoring fixture, and tests of specificity, source agreement, provenance and uncertain hierarchy edges.