LF Mislabeling Identification on Yelp
0.922APsource-aware IF (R-RW)
Evaluation Results
| Method | Links | |
|---|---|---|
| source-aware IF (R-RW)Labeling Model=MV2022.05 | 0.922 | |
| source-aware IF (RW)Labeling Model=Snorkel2022.05 | 0.907 | |
| source-aware IF (RW)Labeling Model=MV2022.05 | 0.888 | |
| source-aware IF (RW)Labeling Model=DS2022.05 | 0.844 | |
| source-aware IF (R-WM)Labeling Model=MV2022.05 | 0.842 | |
| WMLabel Model=Snorkel2022.05 | 0.839 | |
| RWLabel Model=MV2022.05 | 0.836 | |
| RWLabel Model=Snorkel2022.05 | 0.836 | |
| source-aware IF (WM)Labeling Model=MV2022.05 | 0.83 | |
| WMLabel Model=MV2022.05 | 0.813 | |
| source-aware IF (R-RW)Labeling Model=Snorkel2022.05 | 0.8 | |
| LMLabel Model=MV2022.05 | 0.792 | |
| Labeling ModelLabeling Model=MV2022.05 | 0.792 | |
| source-aware IF (WM)Labeling Model=Snorkel2022.05 | 0.785 | |
| source-aware IF (WM)Labeling Model=DS2022.05 | 0.784 | |
| WMLabel Model=DS2022.05 | 0.775 | |
| RWLabel Model=DS2022.05 | 0.761 | |
| source-aware IF (R-WM)Labeling Model=Snorkel2022.05 | 0.755 | |
| KNNLabel Model=MV2022.05 | 0.752 | |
| KNNLabeling Model=MV2022.05 | 0.752 | |
| source-aware IF (R-RW)Labeling Model=DS2022.05 | 0.736 | |
| EMLabel Model=MV2022.05 | 0.731 | |
| LMLabel Model=DS2022.05 | 0.731 | |
| EMLabel Model=DS2022.05 | 0.731 | |
| LMLabel Model=Snorkel2022.05 | 0.731 | |
| EMLabel Model=Snorkel2022.05 | 0.731 | |
| End ModelLabeling Model=MV2022.05 | 0.731 | |
| Labeling ModelLabeling Model=DS2022.05 | 0.731 | |
| End ModelLabeling Model=DS2022.05 | 0.731 | |
| Labeling ModelLabeling Model=Snorkel2022.05 | 0.731 | |
| End ModelLabeling Model=Snorkel2022.05 | 0.731 | |
| source-aware IF (R-WM)Labeling Model=DS2022.05 | 0.728 |