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3 posts tagged benchmark.

2026-04-08

The OSS ER Bargain: What Entity Resolution Costs

Benchmarking dedupe vs GoldenMatch on 500k CMS NPPES provider records. Real numbers on runtime, memory, and decisions OSS hands back to you.

entity-resolutiongoldenmatchdedupebenchmarkpythonhealthcare-data
2026-04-03

GoldenMatch vs Splink vs Dedupe vs RecordLinkage

We ran four Python entity resolution libraries on the same three datasets — Febrl, DBLP-ACM, and 10K real voter records. Here's where each shines.

entity-resolutioncomparisongoldenmatchsplinkdeduperecordlinkagepythonbenchmark
2026-04-02

GoldenMatch vs. BPID: Testing Against an EMNLP Benchmark

We benchmarked GoldenMatch on Amazon's BPID dataset — 10,000 adversarial PII pairs. With DOB parsing and Vertex AI embeddings, we hit 0.750 F1 — matching Ditto with zero training data.

entity-resolutionbenchmarkgoldenmatchpii-deduplicationpython
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