Binary Classification on IMDB 12 LFs (test)
86.72F1 ScoreGround truth
Evaluation Results
| Method | Links | |
|---|---|---|
| Ground truthTraining Label Source=True training labels, Number of LFs=122021.07 | 86.72 | |
| Ground truthtraining_data=true training labels2021.07 | 86.72 | |
| WeaSELTraining Label Source=End-to-end joint learning, Number of LFs=122021.07 | 77.22 | |
| WeaSEL2021.07 | 77.22 | |
| SnorkelTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=122021.07 | 74.45 | |
| Snorkel2021.07 | 74.45 | |
| WeaSEL-randomencoder=randomly initialized2021.07 | 74.22 | |
| Majority voteTraining Label Source=Hard labels induced by majority vote of the LFs, Number of LFs=122021.07 | 74.13 | |
| Majority vote2021.07 | 74.13 | |
| Triplet MeanTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=122021.07 | 73.18 | |
| Triplet-Mean2021.07 | 73.18 | |
| TripletTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=122021.07 | 73.15 | |
| Triplet2021.07 | 73.15 | |
| Triplet-medianTraining Label Source=Probabilistic labels estimated by latent label model, Number of LFs=122021.07 | 73 | |
| Sup. (Val. set)Training Label Source=Hard labels induced by the labeled validation set, Number of LFs=122021.07 | 68.76 | |
| Sup. (Val. set)training_data=labeled validation set2021.07 | 68.76 |