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ResearchFormerly WizWand

LF Mislabeling Identification on Census

86.8APsource-aware IF (R-RW)
78.27280.48682.784.914May 25, 2022
Updated 8mo ago

Evaluation results

MethodLinks
source-aware IF (R-RW)Labeling Model=MV2022.0586.8
source-aware IF (RW)Labeling Model=MV2022.0585.8
RWLabel Model=MV2022.0585.4
source-aware IF (R-WM)Labeling Model=MV2022.0584.1
source-aware IF (WM)Labeling Model=MV2022.0583.4
WMLabel Model=MV2022.0582.4
source-aware IF (R-WM)Labeling Model=Snorkel2022.0581.3
KNNLabel Model=MV2022.0581
KNNLabeling Model=MV2022.0581
LMLabel Model=MV2022.0580.9
Labeling ModelLabeling Model=MV2022.0580.9
RWLabel Model=Snorkel2022.0580.5
WMLabel Model=Snorkel2022.0580.3
source-aware IF (WM)Labeling Model=Snorkel2022.0580.1
source-aware IF (RW)Labeling Model=Snorkel2022.0580
source-aware IF (R-RW)Labeling Model=Snorkel2022.0580
source-aware IF (R-WM)Labeling Model=DS2022.0579.9
source-aware IF (R-RW)Labeling Model=DS2022.0579.7
source-aware IF (WM)Labeling Model=DS2022.0579.6
RWLabel Model=DS2022.0578.9
WMLabel Model=DS2022.0578.8
EMLabel Model=MV2022.0578.7
LMLabel Model=DS2022.0578.7
EMLabel Model=DS2022.0578.7
LMLabel Model=Snorkel2022.0578.7
EMLabel Model=Snorkel2022.0578.7
End ModelLabeling Model=MV2022.0578.7
Labeling ModelLabeling Model=DS2022.0578.7
End ModelLabeling Model=DS2022.0578.7
Labeling ModelLabeling Model=Snorkel2022.0578.7
End ModelLabeling Model=Snorkel2022.0578.7
source-aware IF (RW)Labeling Model=DS2022.0578.6