Record Linkage on Multilingual Parties (40% test)
89.4AccuracyEnsembleLink + LLM
Evaluation results
| Method | Links | |
|---|---|---|
| EnsembleLink + LLMtop-1 matching=true, reranking=LLM2026.01 | 89.4 | |
| EnsembleLinktop-1 matching=true, cross-encoder=true2026.01 | 84.3 | |
| fuzzylinktop-1 matching=true, learning=LLM-assisted active learning2026.01 | 39.1 | |
| Exact matchtop-1 matching=true2026.01 | 10.2 | |
| fastLinktop-1 matching=true2026.01 | 9.6 |