| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Charades-STA (test) | Recall@IoU=0.597 | 139 | 1mo ago | ||
| Charades-STA | Bridge-STG | Rank-1 Recall (IoU=0.5)70.3 | 47 | 3mo ago | |
| ActivityNet Captions (test) | UniversalVTG | Recall@IoU>0.584.73 | 46 | 1mo ago | |
| ActivityNet TimeLens (test) | Gemini-2.5-Pro | Recall@0.372.3 | 34 | 2mo ago | |
| TACoS | MSTG | Recall@1 (tIoU=0.5)47.04 | 27 | 2mo ago | |
| ActivityNet (test) | Time-R1 | Recall @ 0.539 | 27 | 4mo ago | |
| Charades-STA | Time-R1 | Recall@0.572.2 | 25 | 25d ago | |
| TVGBench | SER-7B | mIoU26.5 | 20 | 1mo ago | |
| QVHighlights TimeLens (test) | Gemini-2.5-Pro | Recall @ IoU=0.384.1 | 17 | 4mo ago | |
| Charades-TimeLens (test) | Gemini-2.5-Pro | R@0.3 (IoU=0.3)74.1 | 17 | 4mo ago | |
| Charades-STA | SDGAN | R@1, IoU=0.374.44 | 12 | 2mo ago | |
| TACoS C3D features (val) | SSCS | Recall@1 (IoU=0.5)29.56 | 12 | 4mo ago | |
| ET-Bench | Time-R1 | F1-score69.4 | 11 | 2mo ago | |
| TVGBench (test) | Open-o3 + MCoT | mIoU39.6 | 10 | 4mo ago | |
| TACoS | SDGAN | Recall@1 (IoU@0.3)58.89 | 9 | 2mo ago | |
| Ego4D NLQ | Ours | Recall@1 (tIoU=0.3)16.37 | 9 | 2mo ago | |
| Charades-STA | REVISOR | R@1 (IoU=0.7)31.8 | 7 | 2mo ago | |
| LongVALE | PadCaptioner | mIoU45.7 | 6 | 18d ago | |
| MAD | Multi-Scale Contrastive Learning | Recall@1 (tIoU=0.1)12.76 | 6 | 2mo ago | |
| Charades-STA | Multi-Scale Contrastive Learning | R@1 (IoU=0.5)66.64 | 6 | 2mo ago | |
| Charades-STA (test) | TemporalVLM | R@1 (IoU=0.5)0.301 | 6 | 3mo ago | |
| Charades-STA | TemporalVLM | R@1 (IoU=0.5)54.4 | 6 | 3mo ago | |
| NExT-GQA (test) | HawkEye | mIoU25.7 | 6 | 4mo ago | |
| NextGQA (Overall) | EFlow | Overall Accuracy80 | 5 | 23d ago | |
| Animal Kingdom (test) | Port | IoU@0.338.52 | 3 | 4mo ago |
