| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| QVHighlights (val) | FlashVTG | mAP (Avg)52.84 | 25 | 4d ago | |
| QVHighlights TimeLens | Gemini-2.5-Pro | R1@0.384.1 | 13 | 4d ago | |
| ActivityNet TimeLens | Gemini-2.5-Pro | R@0.372.3 | 13 | 4d ago | |
| Charades-TimeLens | TimeLens-8B | R1@0.376.6 | 13 | 4d ago | |
| ActivityNet-Captions | MMN | Recall @ IoU=0.548.2 | 12 | 4d ago | |
| Charades-STA original (test) | VideoChat2-7B | mIoU60.8 | 11 | 4d ago | |
| Charades-TimeLens refined (test) | Gemini-1.5-Pro | R@1 (IoU=0.3)0.741 | 11 | 4d ago | |
| ActivityNet Captions (val) | Three-stream DRFT | Recall@0.545.72 | 10 | 4d ago | |
| Ego4D NLQ 1.0 (test) | UniVTG | Recall@0.37.3 | 8 | 4d ago | |
| ActivityNet-Captions (original) | Time-R1-7B | Recall@0.539 | 7 | 4d ago | |
| ActivityNet TimeLens (refined) | Gemini-2.5-Flash | R@0.366.8 | 7 | 4d ago | |
| TACOS | UniVTG | R@0.351.4 | 7 | 4d ago | |
| QVHighlights original (test) | TimeLens-7B | R@0.378.4 | 5 | 4d ago | |
| QVHighlights TimeLens refined (test) | Gemini-2.5-Flash | R1@0.378.2 | 5 | 4d ago | |
| Charades-STA | Time-R1 | tIoU@0.50.608 | 5 | 4d ago | |
| TVGBench | STVG-R1 | tIoU@0.342.5 | 4 | 4d ago |
