Identifying mislabeling of Labeling Functions on DomainNet infograph
71.4APsource-aware IF (R-RW)
Evaluation Results
| Method | Links | |
|---|---|---|
| source-aware IF (R-RW)Labeling Model=MV2022.05 | 71.4 | |
| source-aware IF (R-WM)Labeling Model=MV2022.05 | 64.4 | |
| source-aware IF (RW)Labeling Model=MV2022.05 | 63.9 | |
| source-aware IF (WM)Labeling Model=MV2022.05 | 58.4 | |
| source-aware IF (R-RW)Labeling Model=Snorkel2022.05 | 52.6 | |
| source-aware IF (RW)Labeling Model=DS2022.05 | 51.6 | |
| source-aware IF (R-RW)Labeling Model=DS2022.05 | 51.2 | |
| source-aware IF (RW)Labeling Model=Snorkel2022.05 | 50.4 | |
| source-aware IF (WM)Labeling Model=DS2022.05 | 49.5 | |
| source-aware IF (WM)Labeling Model=Snorkel2022.05 | 48.8 | |
| source-aware IF (R-WM)Labeling Model=DS2022.05 | 47.9 | |
| source-aware IF (R-WM)Labeling Model=Snorkel2022.05 | 46.4 | |
| Labeling ModelLabeling Model=MV2022.05 | 38.5 | |
| KNNLabeling Model=MV2022.05 | 36.1 | |
| End ModelLabeling Model=MV2022.05 | 35.6 | |
| Labeling ModelLabeling Model=DS2022.05 | 35.6 | |
| End ModelLabeling Model=DS2022.05 | 35.6 | |
| Labeling ModelLabeling Model=Snorkel2022.05 | 35.6 | |
| End ModelLabeling Model=Snorkel2022.05 | 35.6 |