LF Mislabeling Identification on Census
86.8APsource-aware IF (R-RW)
Evaluation Results
| Method | Links | |
|---|---|---|
| source-aware IF (R-RW)Labeling Model=MV2022.05 | 86.8 | |
| source-aware IF (RW)Labeling Model=MV2022.05 | 85.8 | |
| RWLabel Model=MV2022.05 | 85.4 | |
| source-aware IF (R-WM)Labeling Model=MV2022.05 | 84.1 | |
| source-aware IF (WM)Labeling Model=MV2022.05 | 83.4 | |
| WMLabel Model=MV2022.05 | 82.4 | |
| source-aware IF (R-WM)Labeling Model=Snorkel2022.05 | 81.3 | |
| KNNLabel Model=MV2022.05 | 81 | |
| KNNLabeling Model=MV2022.05 | 81 | |
| LMLabel Model=MV2022.05 | 80.9 | |
| Labeling ModelLabeling Model=MV2022.05 | 80.9 | |
| RWLabel Model=Snorkel2022.05 | 80.5 | |
| WMLabel Model=Snorkel2022.05 | 80.3 | |
| source-aware IF (WM)Labeling Model=Snorkel2022.05 | 80.1 | |
| source-aware IF (RW)Labeling Model=Snorkel2022.05 | 80 | |
| source-aware IF (R-RW)Labeling Model=Snorkel2022.05 | 80 | |
| source-aware IF (R-WM)Labeling Model=DS2022.05 | 79.9 | |
| source-aware IF (R-RW)Labeling Model=DS2022.05 | 79.7 | |
| source-aware IF (WM)Labeling Model=DS2022.05 | 79.6 | |
| RWLabel Model=DS2022.05 | 78.9 | |
| WMLabel Model=DS2022.05 | 78.8 | |
| EMLabel Model=MV2022.05 | 78.7 | |
| LMLabel Model=DS2022.05 | 78.7 | |
| EMLabel Model=DS2022.05 | 78.7 | |
| LMLabel Model=Snorkel2022.05 | 78.7 | |
| EMLabel Model=Snorkel2022.05 | 78.7 | |
| End ModelLabeling Model=MV2022.05 | 78.7 | |
| Labeling ModelLabeling Model=DS2022.05 | 78.7 | |
| End ModelLabeling Model=DS2022.05 | 78.7 | |
| Labeling ModelLabeling Model=Snorkel2022.05 | 78.7 | |
| End ModelLabeling Model=Snorkel2022.05 | 78.7 | |
| source-aware IF (RW)Labeling Model=DS2022.05 | 78.6 |