| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multiple Choice VideoQA | IntentQA | Accuracy68 | 41 | |
| Video Question Answering | IntentQA | Accuracy (All)88.6 | 24 | |
| Video Question Answering | IntentQA (test) | Top-1 Accuracy79 | 22 | |
| Multiple-choice Video Question Answering | IntentQA (test) | Accuracy66.9 | 17 | |
| Video Question Answering | IntentQA (val) | Accuracy86.6 | 9 | |
| Intent Understanding (INT) | IntentQA | LLM-Judge Accuracy48.6 | 7 | |
| Intent Question Answering | IntentQA (test) | Accuracy67.1 | 6 | |
| Video Question Answering | IntentQA original (test) | Temporal Accuracy66.1 | 4 | |
| Video Question Answering | IntentQA (de-biased set) | Temporal Score61 | 4 |