| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Hallucination Detection | UMWP | ROC-AUC89.6 | 28 | |
| Hallucination Detection (Math Word Problems) | UMWP | F1 Score89.1 | 12 | |
| Abstention in Question Answering | UMWP Underspecified Context | Abstention F194 | 10 | |
| Math Reasoning | UMWP | False Positive Rate0.62 | 5 |