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ResearchFormerly WizWand

LF Mislabeling Identification on Yelp

0.922APsource-aware IF (R-RW)
0.720240.772620.8250.87738May 25, 2022
Updated 8mo ago

Evaluation results

MethodLinks
source-aware IF (R-RW)Labeling Model=MV2022.050.922
source-aware IF (RW)Labeling Model=Snorkel2022.050.907
source-aware IF (RW)Labeling Model=MV2022.050.888
source-aware IF (RW)Labeling Model=DS2022.050.844
source-aware IF (R-WM)Labeling Model=MV2022.050.842
WMLabel Model=Snorkel2022.050.839
RWLabel Model=MV2022.050.836
RWLabel Model=Snorkel2022.050.836
source-aware IF (WM)Labeling Model=MV2022.050.83
WMLabel Model=MV2022.050.813
source-aware IF (R-RW)Labeling Model=Snorkel2022.050.8
LMLabel Model=MV2022.050.792
Labeling ModelLabeling Model=MV2022.050.792
source-aware IF (WM)Labeling Model=Snorkel2022.050.785
source-aware IF (WM)Labeling Model=DS2022.050.784
WMLabel Model=DS2022.050.775
RWLabel Model=DS2022.050.761
source-aware IF (R-WM)Labeling Model=Snorkel2022.050.755
KNNLabel Model=MV2022.050.752
KNNLabeling Model=MV2022.050.752
source-aware IF (R-RW)Labeling Model=DS2022.050.736
EMLabel Model=MV2022.050.731
LMLabel Model=DS2022.050.731
EMLabel Model=DS2022.050.731
LMLabel Model=Snorkel2022.050.731
EMLabel Model=Snorkel2022.050.731
End ModelLabeling Model=MV2022.050.731
Labeling ModelLabeling Model=DS2022.050.731
End ModelLabeling Model=DS2022.050.731
Labeling ModelLabeling Model=Snorkel2022.050.731
End ModelLabeling Model=Snorkel2022.050.731
source-aware IF (R-WM)Labeling Model=DS2022.050.728