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ResearchFormerly WizWand

Binary Classification on Spouse 9 LFs (test)

51.98F1 ScoreWeaSEL
19.136827.663436.1944.7166Jul 5, 2021
Updated 8mo ago

Evaluation results

MethodLinks
WeaSELTraining Label Source=End-to-end joint learning, Number of LFs=92021.0751.98
Triplet MeanTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=92021.0749.94
SnorkelTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=92021.0748.79
Triplet-medianTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=92021.0748.7
TripletTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=92021.0745.88
Majority voteTraining Label Source=Hard labels induced by majority vote of the LFs, Number of LFs=92021.0740.67
Sup. (Val. set)Training Label Source=Hard labels induced by the labeled validation set, Number of LFs=92021.0720.4