entity resolution

4 Articles

Entity Resolution Pipeline: Five Stages, Worked Example

Entity resolution in five stages (standardize, block, compare, classify, cluster): what fails at each, with a worked Fellegi-Sunter scoring example.

October 28, 2026• 15 min read
entity resolutionentity resolution techniquesrecord linkage steps

Multiple Sources of Truth: An Assumption Audit

A 2026 assumption audit for multi-truth data integration, comparing LTM, MBM, and DART with worked claim matrices, omission semantics, provenance, and evaluation metrics.

September 22, 2026• 21 min read
multiple sources of truthmulti truth discoverydata integration

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

Entity Resolution Evaluation Beyond Pairwise F1

A 2026 decision framework for entity resolution evaluation, with pairwise and cluster metrics, an eight-record example, sampling design, uncertainty, and acceptance evidence.

September 22, 2026• 23 min read
entity resolution evaluation metricsentity resolutionpairwise f1