Binary Classification on IMDB 136 LFs (test)
0.8672F1 ScoreGround truth
Evaluation Results
| Method | Links | |
|---|---|---|
| Ground truthTraining Label Source=True training labels, Number of LFs=1362021.07 | 0.8672 | |
| SnorkelTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1362021.07 | 0.8222 | |
| WeaSELTraining Label Source=End-to-end joint learning, Number of LFs=1362021.07 | 0.821 | |
| Majority voteTraining Label Source=Hard labels induced by majority vote of the LFs, Number of LFs=1362021.07 | 0.8086 | |
| Triplet MeanTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1362021.07 | 0.7903 | |
| TripletTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=1362021.07 | 0.7536 | |
| Sup. (Val. set)Training Label Source=Hard labels induced by the labeled validation set, Number of LFs=1362021.07 | 0.6876 |