| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Self-evaluation | ViLP | AUROC77 | 36 | |
| Multimodal Understanding | ViLP 80% (test) | Accuracy58.06 | 10 | |
| Prior-Sensitive Evaluation | ViLP-F with-fact | Score70.17 | 8 | |
| Language Shortcut Robustness | ViLP | Accuracy59.3 | 6 | |
| Uncertainty Estimation | VILP | Verb-U0.521 | 2 |