| video-question-answering-on-next-qa | SeViLA | #26 | Accuracy: 73.8 |
| video-question-answering-on-situated | SeViLA | #3 | Average Accuracy: 64.9 |
| video-question-answering-on-situated | SeViLA (0-shot) | #12 | Average Accuracy: 44.6 |
| zero-shot-video-question-answer-on-egoschema | SeViLA (4B) | #13 | Accuracy: 25.7 |
| zero-shot-video-question-answer-on-egoschema-1 | SeViLA (4B) | #28 | Accuracy: 22.7 |
| zero-shot-video-question-answer-on-intentqa | SeViLA (4B) | #7 | Accuracy: 60.9 |
| zero-shot-video-question-answer-on-next-qa | Sevila (4B) | #16 | Accuracy: 63.6 |
| zero-shot-video-question-answer-on-tvqa | SEVILA (no speech) | #7 | Accuracy: 38.2 |