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Binary Classification on ProfTeacher 99 LFs (test)

90.65F1 ScoreGround truth
72.647677.321381.99586.6687Jul 5, 2021

Evaluation results

MethodLinks
Ground truthTraining Label Source=True training labels, Number of LFs=992021.0790.65
WeaSELTraining Label Source=End-to-end joint learning, Number of LFs=992021.0786.98
Majority voteTraining Label Source=Hard labels induced by majority vote of the LFs, Number of LFs=992021.0785.44
SnorkelTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=992021.0785.12
Triplet MeanTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=992021.0782.58
TripletTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=992021.0774.43
Sup. (Val. set)Training Label Source=Hard labels induced by the labeled validation set, Number of LFs=992021.0773.34