LF Mislabeling Identification on PW
91.1APsource-aware IF (R-RW)
Evaluation Results
| Method | Links | |
|---|---|---|
| source-aware IF (R-RW)Labeling Model=MV2022.05 | 91.1 | |
| source-aware IF (RW)Labeling Model=DS2022.05 | 89.2 | |
| source-aware IF (RW)Labeling Model=MV2022.05 | 89.1 | |
| source-aware IF (RW)Labeling Model=Snorkel2022.05 | 88.9 | |
| source-aware IF (WM)Labeling Model=DS2022.05 | 88.8 | |
| RWLabel Model=MV2022.05 | 88.7 | |
| RWLabel Model=DS2022.05 | 88.7 | |
| source-aware IF (R-WM)Labeling Model=MV2022.05 | 88.5 | |
| WMLabel Model=DS2022.05 | 88.4 | |
| RWLabel Model=Snorkel2022.05 | 88 | |
| source-aware IF (WM)Labeling Model=MV2022.05 | 87.9 | |
| source-aware IF (WM)Labeling Model=Snorkel2022.05 | 87.9 | |
| WMLabel Model=Snorkel2022.05 | 87.3 | |
| WMLabel Model=MV2022.05 | 86.5 | |
| LMLabel Model=MV2022.05 | 86.3 | |
| Labeling ModelLabeling Model=MV2022.05 | 86.3 | |
| KNNLabel Model=MV2022.05 | 82.2 | |
| KNNLabeling Model=MV2022.05 | 82.2 | |
| source-aware IF (R-RW)Labeling Model=DS2022.05 | 76.7 | |
| EMLabel Model=MV2022.05 | 76.6 | |
| LMLabel Model=DS2022.05 | 76.6 | |
| EMLabel Model=DS2022.05 | 76.6 | |
| LMLabel Model=Snorkel2022.05 | 76.6 | |
| EMLabel Model=Snorkel2022.05 | 76.6 | |
| End ModelLabeling Model=MV2022.05 | 76.6 | |
| Labeling ModelLabeling Model=DS2022.05 | 76.6 | |
| End ModelLabeling Model=DS2022.05 | 76.6 | |
| Labeling ModelLabeling Model=Snorkel2022.05 | 76.6 | |
| End ModelLabeling Model=Snorkel2022.05 | 76.6 | |
| source-aware IF (R-RW)Labeling Model=Snorkel2022.05 | 75.7 | |
| source-aware IF (R-WM)Labeling Model=Snorkel2022.05 | 75.6 | |
| source-aware IF (R-WM)Labeling Model=DS2022.05 | 74.5 |