Posts on pii-deduplication

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.