Entity Matching on DS (test)
94.7F1 ScoreDeepMatcher
Evaluation results
| Method | Links | |
|---|---|---|
| DeepMatcherLabel Budget=Full2022.07 | 94.7 | |
| RotomLabel Budget=5002022.07 | 91.9 | |
| SudowoodoLabel Budget=500, Ablation configuration=-cut2022.07 | 91.3 | |
| SudowoodoLabel Budget=500, Ablation configuration=-cut,-RR2022.07 | 91.1 | |
| SudowoodoLabel Budget=500, Ablation configuration=-RR2022.07 | 91.1 | |
| SudowoodoLabel Budget=500, Ablation configuration=-cut,-RR,-cls2022.07 | 90.6 | |
| SudowoodoLabel Budget=500, Ablation configuration=-cls2022.07 | 90.6 | |
| DittoLabel Budget=7502022.07 | 90.4 | |
| RotomLabel Budget=7502022.07 | 90.3 | |
| SudowoodoLabel Budget=500, Ablation configuration=-PL2022.07 | 90.2 | |
| SudowoodoLabel Budget=5002022.07 | 89.9 | |
| DittoLabel Budget=5002022.07 | 89.4 | |
| SimCLRLabel Budget=5002022.07 | 89 | |
| Auto-FuzzyJoinLearning Protocol=unsupervised2022.07 | 88.5 | |
| SudowoodoLearning Protocol=unsupervised, Optimization Modules=All (PL, Cls, Cut, RR)2022.07 | 87.1 | |
| ZeroERLearning Protocol=unsupervised2022.07 | 86 | |
| Sudowoodo (-cut,-RR,-cls)Learning Protocol=unsupervised, Optimization Modules=Pseudo-labeling (PL) only2022.07 | 85 |