| ActivityNet Grounding | Qwen3-VL-4B | R@0.354.6 | | 58 | 2mo ago |
| Charades-STA | BM-DETR + Ours | R@1 (IoU=0.5)56.2 | | 48 | 6d ago |
| ActivityNet-Captions | UniTime-7B | Recall @ IoU=0.553.67 | | 43 | 12d ago |
| QVHighlights (val) | FlashVTG | mAP (Avg)52.84 | | 37 | 28d ago |
| ActivityNet TimeLens | Gemini-2.5-Pro | R@0.372.3 | | 31 | 12d ago |
| Charades-TimeLens | TimeLens-8B | R1@0.376.6 | | 31 | 12d ago |
| ActivityNet | Qwen3-VL-4B | mIoU40.33 | | 25 | 21d ago |
| Charades-STA | UniTime-7B | R@1 (IoU=0.5)75.27 | | 24 | 28d ago |
| QVHighlights | SlotVTG | R1@0.582.9 | | 23 | 1mo ago |
| Charades | | mIoU36.7 | | 21 | 21d ago |
| Charades-STA | MASRA | R1@0.5 Recall61.08 | | 20 | 20d ago |
| QVHighlights TimeLens | Gemini-2.5-Pro | R1@0.384.1 | | 20 | 12d ago |
| TACoS | UniTime-7B | Recall@1 (IoU=0.5)55.14 | | 18 | 6d ago |
| Charades-STA g43_s7 (test) | Qwen2-VL-7B + T2SGrid-FT | R@0.560.6 | | 18 | 2mo ago |
| Charades TimeLens-Bench (test) | TimeLens-8B | R1@0.376.9 | | 17 | 12d ago |
| QVHighlights TimeLens-Bench (test) | Gemini-2.5-Pro | R1@0.384.1 | | 17 | 12d ago |
| ActivityNet Caption | DRN | R@1 (IoU=0.5)45.45 | | 16 | 7d ago |
| ActivityNet g43_s12 (test) | Qwen2-VL-7B + T2SGrid-FT | Recall@0.548.4 | | 16 | 2mo ago |
| QVHighlights (test) | | R1@0.566.7 | | 12 | 28d ago |
| Ego4D NLQ v1 (val) | HieraMamba | R@1 (IoU=0.3)18.81 | | 12 | 2mo ago |
| DiDeMo (test) | EVIDENT | Recall@1 (IoU=0.3)69.2 | | 11 | 8d ago |
| Charades-STA zero-shot transfer | Qwen3-VL-8B + F2G-FT | R@0.550.4 | | 11 | 12d ago |
| Charades-STA | OmniVTG | Recall@1 (IoU=0.5)63.2 | | 11 | 1mo ago |
| Charades-STA original (test) | VideoChat2-7B | mIoU60.8 | | 11 | 3mo ago |
| Charades-TimeLens refined (test) | Gemini-1.5-Pro | R@1 (IoU=0.3)0.741 | | 11 | 3mo ago |
