LF Mislabeling Identification on Youtube
94.9APLM
Evaluation Results
| Method | Links | |
|---|---|---|
| LMLabel Model=MV2022.05 | 94.9 | |
| Labeling ModelLabeling Model=MV2022.05 | 94.9 | |
| source-aware IF (R-RW)Labeling Model=Snorkel2022.05 | 93.3 | |
| source-aware IF (RW)Labeling Model=Snorkel2022.05 | 92.7 | |
| RWLabel Model=Snorkel2022.05 | 90.9 | |
| source-aware IF (RW)Labeling Model=DS2022.05 | 90.8 | |
| WMLabel Model=Snorkel2022.05 | 90.5 | |
| source-aware IF (WM)Labeling Model=Snorkel2022.05 | 89.4 | |
| RWLabel Model=DS2022.05 | 88.9 | |
| source-aware IF (R-WM)Labeling Model=Snorkel2022.05 | 88.9 | |
| WMLabel Model=DS2022.05 | 88.5 | |
| source-aware IF (WM)Labeling Model=DS2022.05 | 87.7 | |
| WMLabel Model=MV2022.05 | 87.2 | |
| source-aware IF (R-RW)Labeling Model=MV2022.05 | 86.9 | |
| source-aware IF (RW)Labeling Model=MV2022.05 | 86.1 | |
| RWLabel Model=MV2022.05 | 85.9 | |
| source-aware IF (R-RW)Labeling Model=DS2022.05 | 84.6 | |
| KNNLabel Model=MV2022.05 | 83.1 | |
| KNNLabeling Model=MV2022.05 | 83.1 | |
| source-aware IF (R-WM)Labeling Model=DS2022.05 | 82.9 | |
| EMLabel Model=MV2022.05 | 82.6 | |
| LMLabel Model=DS2022.05 | 82.6 | |
| EMLabel Model=DS2022.05 | 82.6 | |
| LMLabel Model=Snorkel2022.05 | 82.6 | |
| EMLabel Model=Snorkel2022.05 | 82.6 | |
| End ModelLabeling Model=MV2022.05 | 82.6 | |
| source-aware IF (WM)Labeling Model=MV2022.05 | 82.6 | |
| source-aware IF (R-WM)Labeling Model=MV2022.05 | 82.6 | |
| Labeling ModelLabeling Model=DS2022.05 | 82.6 | |
| End ModelLabeling Model=DS2022.05 | 82.6 | |
| Labeling ModelLabeling Model=Snorkel2022.05 | 82.6 | |
| End ModelLabeling Model=Snorkel2022.05 | 82.6 |