Binary Classification on Amazon 175 LFs (test)
92.93F1 ScoreGround truth
Evaluation Results
| Method | Links | |
|---|---|---|
| Ground truthTraining Label Source=True training labels, Number of LFs=1752021.07 | 92.93 | |
| WeaSELTraining Label Source=End-to-end joint learning, Number of LFs=1752021.07 | 86.6 | |
| Majority voteTraining Label Source=Hard labels induced by majority vote of the LFs, Number of LFs=1752021.07 | 84.2 | |
| Sup. (Val. set)Training Label Source=Hard labels induced by the labeled validation set, Number of LFs=1752021.07 | 84.18 | |
| SnorkelTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1752021.07 | 80.54 | |
| Triplet MeanTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1752021.07 | 79.44 | |
| TripletTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1752021.07 | 75.44 |