| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Hallucination Detection | EventHallusion | Accuracy75 | 30 | |
| Video Hallucination Evaluation | EventHallusion | Entire Score84.2 | 29 | |
| Free-form description | EventHallusion | LLM Likert Score2.52 | 24 | |
| Hallucination Detection | EventHallusion Entire, Mix, Misleading | Accuracy (Entire)69.3 | 22 | |
| Hallucination-oriented Video Understanding | EventHallusion (test) | Accuracy91.9 | 22 | |
| Video Understanding | EventHallusion | Accuracy73.84 | 18 | |
| Hallucination Examination | VidHalluc, VideoHallucer, EventHallusion | VidHalluc Score81.2 | 17 | |
| Hallucination examination | EventHallusion | Average Score69.19 | 15 | |
| Hallucination Evaluation | EventHallusion binary QA (test) | Accuracy0.655 | 15 | |
| Detailed Description Matching | EventHallusion | Accuracy (Entire)54.6 | 13 | |
| Video Question Answering | EventHallusion | Accuracy (Entire)70.2 | 13 | |
| Hallucination Evaluation | EventHallusion 36 | Entire Score62.28 | 5 |