Text Classification on NYT
92.64Micro F1Contrastive Bootstrapping
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Contrastive BootstrappingConfiguration=Full2023.06 | 92.64 | 89.9 | |
| Contrastive BootstrappingSimilarity Metric=Euclidean Distance2023.06 | 92.46 | 89.17 | |
| Contrastive BootstrappingFine-tuning=Disabled2023.06 | 91.15 | 84.9 | |
| Contrastive BootstrappingGloss Knowledge=Disabled2023.06 | 89.91 | 80.48 | |
| C2FSelection Strategy=Authors' strategy2023.06 | 89.64 | 82.72 | |
| Contrastive BootstrappingBootstrapping=Disabled2023.06 | 89.49 | 82.5 | |
| Contrastive BootstrappingSimilarity Metric=Cosine2023.06 | 89.25 | 82.44 | |
| C2F2023.06 | 89.23 | 84.36 | |
| Contrastive BootstrappingSelection Strategy=None2023.06 | 87.56 | 81.98 | |
| LOT-Class2023.06 | 79.26 | 63.16 | |
| X-Class2023.06 | 58.15 | 60.5 | |
| Contrastive BootstrappingSimilarity Metric=Manhattan Distance2023.06 | 33.45 | 39.47 |