Binary Classification on ProfTeacher 99 LFs (test)
90.65F1 ScoreGround truth
Evaluation Results
| Method | Links | |
|---|---|---|
| Ground truthTraining Label Source=True training labels, Number of LFs=992021.07 | 90.65 | |
| WeaSELTraining Label Source=End-to-end joint learning, Number of LFs=992021.07 | 86.98 | |
| Majority voteTraining Label Source=Hard labels induced by majority vote of the LFs, Number of LFs=992021.07 | 85.44 | |
| SnorkelTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=992021.07 | 85.12 | |
| Triplet MeanTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=992021.07 | 82.58 | |
| TripletTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=992021.07 | 74.43 | |
| Sup. (Val. set)Training Label Source=Hard labels induced by the labeled validation set, Number of LFs=992021.07 | 73.34 |