SAR Downstream Augmentation on 8 SAR Downstream Tasks Aggregate
60.1ScoreFull SAGA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Full SAGAObserver=Full2026.06 | 60.1 | 7.4 | 1 | 7.1 | 94.8 | |
| Manual Expert PolicyPolicy=Manual Expert2026.06 | 59.3 | 6.6 | 2.3 | 5.8 | 92.7 | |
| SAGA without observerObserver=None2026.06 | 57.5 | 4.7 | 13.4 | 6.4 | 0 | |
| Fixed DiffusionAugmentation=Diffusion2026.06 | 57 | 4.3 | 5 | 6.8 | 47.9 | |
| LLM-only SelectionSelection=LLM-only2026.06 | 56.9 | 4.1 | 9.7 | 5.3 | 5.2 | |
| Rule-only SelectionSelection=Rule-only2026.06 | 56.4 | 3.7 | 7.9 | 4.7 | 7.3 | |
| Fixed SimulationAugmentation=Simulation2026.06 | 55.5 | 2.8 | 7.3 | 7.7 | 8.3 | |
| Fixed GANAugmentation=GAN2026.06 | 55 | 2.3 | 5.9 | 3.1 | 19.8 | |
| Fixed PolarizationAugmentation=Polarization2026.06 | 54 | 1.3 | 4.6 | 4.4 | 10.4 | |
| Traditional augmentationAugmentation=Traditional2026.06 | 53.3 | 0.6 | 2.9 | 1 | 14.6 | |
| No AugmentationAugmentation=None2026.06 | 52.7 | 0 | 0 | 0 | 0 |