Record Linkage on DBLP-Scholar
94.7F1 ScoreDeepMatcher
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeepMatcherTraining Data=Full training set2026.01 | 94.7 | — | |
| DittoTraining Data=Full training set2026.01 | 94.3 | — | |
| RoBERTa fine-tunedTraining Data=Full training set2026.01 | 93.9 | — | |
| GPT-4Training Data=None2026.01 | 89.8 | — | |
| GPT-4oTraining Data=None2026.01 | 89.8 | — | |
| EnsembleLinkTraining Data=None, Score threshold (tau)=0.8, Components=Ensemble + rerank2026.01 | 89 | — | |
| Llama 3.1Training Data=None2026.01 | 86.3 | — | |
| EnsembleLinkTraining Data=None, Score threshold (tau)=0.7, Components=Ensemble + rerank2026.01 | 85.9 | — | |
| EnsembleLinkTraining Data=None, Score threshold (tau)=0.9, Components=Ensemble + rerank2026.01 | 77.8 | — | |
| EnsembleLinkTraining Data=None, Evaluation protocol=top-1 accuracy, Components=Ensemble + rerank2026.01 | — | 97.9 |