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ResearchFormerly WizWand

Binary Classification on IMDB 136 LFs (test)

0.8672F1 ScoreGround truth
0.6804160.7289080.77740.825892Jul 5, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Ground truthTraining Label Source=True training labels, Number of LFs=1362021.070.8672
SnorkelTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1362021.070.8222
WeaSELTraining Label Source=End-to-end joint learning, Number of LFs=1362021.070.821
Majority voteTraining Label Source=Hard labels induced by majority vote of the LFs, Number of LFs=1362021.070.8086
Triplet MeanTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1362021.070.7903
TripletTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1362021.070.7536
Sup. (Val. set)Training Label Source=Hard labels induced by the labeled validation set, Number of LFs=1362021.070.6876