Text Classification on Agnews (Coverage, Weighted F1, Label Quality, E2E Perf.)
87.1Label QualityExpona
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Expona#LFs=602026.03 | 87.1 | 100 | 87.1 | 82.7 | |
| Few-shot Learn.2026.03 | 80.8 | — | — | 80.5 | |
| Label Prop.2026.03 | 59.1 | — | — | 60.9 | |
| Alchemist#LFs=152026.03 | 57.5 | 99.6 | 57.7 | 69.3 | |
| DataSculpt#LFs=2162026.03 | 46.7 | 72.1 | 64.8 | 77.3 |