Entity Matching on Amazon-Google (AG) (test)
94.5F1 ScoreSudowoodo
Evaluation results
| Method | Links | |
|---|---|---|
| SudowoodoTraining=Fully-supervised, Record Repair=true2022.07 | 94.5 | |
| SudowoodoTraining=Fully-supervised, Record Repair=false2022.07 | 92.9 | |
| DittoTraining=Fully-supervised2022.07 | 75.6 | |
| DeepMatcherTraining=Fully-supervised2022.07 | 70.7 | |
| DeepMatcherLabel Budget=Full2022.07 | 69.3 | |
| SudowoodoLabel Budget=5002022.07 | 59.3 | |
| SudowoodoLearning Protocol=unsupervised, Optimization Modules=All (PL, Cls, Cut, RR)2022.07 | 59.1 | |
| SudowoodoLabel Budget=500, Ablation configuration=-RR2022.07 | 59.1 | |
| SudowoodoLabel Budget=500, Ablation configuration=-cut2022.07 | 58.8 | |
| SudowoodoLabel Budget=500, Ablation configuration=-cut,-RR2022.07 | 58.6 | |
| RotomLabel Budget=7502022.07 | 57.8 | |
| SudowoodoLabel Budget=500, Ablation configuration=-cut,-RR,-cls2022.07 | 56.8 | |
| DittoLabel Budget=7502022.07 | 56.3 | |
| SudowoodoLabel Budget=500, Ablation configuration=-cls2022.07 | 55 | |
| RotomLabel Budget=5002022.07 | 54 | |
| Sudowoodo (-cut,-RR,-cls)Learning Protocol=unsupervised, Optimization Modules=Pseudo-labeling (PL) only2022.07 | 53.5 | |
| ZeroERLearning Protocol=unsupervised2022.07 | 48 | |
| DittoLabel Budget=5002022.07 | 44.7 | |
| SimCLRLabel Budget=5002022.07 | 43.7 | |
| SudowoodoLabel Budget=500, Ablation configuration=-PL2022.07 | 41.8 | |
| Auto-FuzzyJoinLearning Protocol=unsupervised2022.07 | 24.3 |