Long-form Video Question Answering on EgoExoMem
64.7HLAKS
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AKSViews=Ego2026.05 | 64.7 | 64.2 | 62.8 | 37.7 | 56.1 | 47.9 | 55.9 | 44.8 | 54.2 | |
| BOLTViews=Ego2026.05 | 62.9 | 63.6 | 62.2 | 40.3 | 58.5 | 51.3 | 55.6 | 45.9 | 55 | |
| E2-SelectViews=Ego+Exo2026.05 | 59.8 | 72.8 | 64.1 | 34.3 | 57.9 | 51.7 | 47.9 | 46.2 | 56.3 | |
| DPRViews=Ego+Exo2026.05 | 56.3 | 68.2 | 67.3 | 36.9 | 45.7 | 40.8 | 45.8 | 41.9 | 50.4 | |
| Video-RAGViews=Ego2026.05 | 56.3 | 55.3 | 50 | 36.9 | 50.6 | 47.1 | 48.8 | 35.6 | 47.6 | |
| BM25Views=Ego+Exo2026.05 | 54.2 | 66.3 | 62.8 | 37.4 | 51.8 | 45.8 | 43.8 | 42.9 | 50.6 | |
| Video-RAGViews=Ego+Exo2026.05 | 53.1 | 66 | 57.1 | 35.8 | 50.6 | 45.8 | 43 | 35 | 48.3 | |
| DPRViews=Ego2026.05 | 52.8 | 60.6 | 64.7 | 34.5 | 48.2 | 44.2 | 45.8 | 44.9 | 49.5 | |
| BM25Views=Ego2026.05 | 51.7 | 59.6 | 62.8 | 34.3 | 51.8 | 44.6 | 46 | 45.2 | 49.5 | |
| BOLTViews=Exo2026.05 | 51 | 69.5 | 59.6 | 34.3 | 44.5 | 43.8 | 41.7 | 39.6 | 48 | |
| AKSViews=Exo2026.05 | 50 | 68.5 | 54.5 | 33.3 | 46.3 | 42.9 | 42.2 | 38.3 | 47 | |
| Video-RAGViews=Exo2026.05 | 49.3 | 63.9 | 51.9 | 34 | 42.7 | 43.8 | 40.6 | 35.3 | 45.2 | |
| VideoRAGViews=Ego+Exo2026.05 | 49 | 66.6 | 62.2 | 33.5 | 57.9 | 43.8 | 41 | 39.6 | 49.2 | |
| DPRViews=Exo2026.05 | 48.6 | 66.3 | 54.5 | 29.1 | 42.1 | 41.2 | 39.7 | 37.6 | 44.9 | |
| BM25Views=Exo2026.05 | 47.9 | 66 | 57.7 | 30.6 | 43.9 | 44.2 | 39.8 | 37.6 | 46 | |
| VideoRAGViews=Ego2026.05 | 47.2 | 53.6 | 62.8 | 36.6 | 53 | 40.8 | 48 | 40.3 | 47.8 | |
| VideoRAGViews=Exo2026.05 | 47.2 | 69 | 60.3 | 29.6 | 46.3 | 37.9 | 41.4 | 36 | 46 | |
| EgoMASViews=Ego+Exo2026.05 | 45.5 | 56.6 | 51.3 | 28.6 | 62.8 | 35.8 | 37 | 38.3 | 44.5 | |
| WorldMMViews=Ego+Exo2026.05 | 36.5 | 44.8 | 39.4 | 23.1 | 36.5 | 36.3 | 35.1 | 31.5 | 35.4 |