Natural Language Query on GoalStep-QnF
31.9Recall@1 (IoU=0.3)ReFocus(OSGNet)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReFocus(OSGNet)Category=Task-Expert2026.04 | 31.9 | 61 | 26.5 | 53.7 | |
| OSGNetCategory=Task-Expert2026.04 | 30.2 | 60.1 | 24.7 | 52.5 | |
| ReFocus(GroundNLQ)Category=Task-Expert2026.04 | 26.8 | 56.2 | 20.3 | 46.1 | |
| GroundNLQCategory=Task-Expert2026.04 | 23.3 | 53.2 | 17.9 | 43.7 | |
| UniTimeCategory=LVLM, Protocol=Zero-shot2026.04 | 10.2 | — | 6 | — | |
| UniTimeCategory=LVLM, Protocol=Fine-tuned2026.04 | 8.2 | — | 5.5 | — | |
| TimeChatCategory=LVLM, Protocol=Zero-shot2026.04 | 2.3 | — | 1.1 | — |