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ResearchFormerly WizWand

Binary Classification on Amazon 175 LFs (test)

92.93F1 ScoreGround truth
74.740479.462784.18588.9073Jul 5, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Ground truthTraining Label Source=True training labels, Number of LFs=1752021.0792.93
WeaSELTraining Label Source=End-to-end joint learning, Number of LFs=1752021.0786.6
Majority voteTraining Label Source=Hard labels induced by majority vote of the LFs, Number of LFs=1752021.0784.2
Sup. (Val. set)Training Label Source=Hard labels induced by the labeled validation set, Number of LFs=1752021.0784.18
SnorkelTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1752021.0780.54
Triplet MeanTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1752021.0779.44
TripletTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1752021.0775.44