Reasoning Retrieval on OR reasoning retrieval benchmark
63.2Temporal R@1OR3
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OR32026.06 | 63.2 | 82.5 | 89.5 | 42.1 | 63.2 | 73.7 | 58.8 | 76.5 | 85.3 | 67.6 | 85.3 | 91.2 | 57.6 | 77.3 | 84.8 | |
| ReasonT2V2026.06 | 26.3 | 47.4 | 57.9 | 15.8 | 31.6 | 42.1 | 23.5 | 41.2 | 50 | 29.4 | 47.1 | 61.8 | 24.2 | 42.4 | 53 | |
| Qwen3-VL-8B2026.06 | 21.1 | 42.1 | 52.6 | 15.8 | 28.9 | 39.5 | 17.6 | 35.3 | 47.1 | 23.5 | 44.1 | 55.9 | 19.7 | 37.9 | 48.5 | |
| InternVideo22026.06 | 17.6 | 36.8 | 47.4 | 10.5 | 23.7 | 34.2 | 14.7 | 32.4 | 41.2 | 17.6 | 38.2 | 52.9 | 15.2 | 33.3 | 43.9 | |
| Gemini2026.06 | 15.8 | 33.3 | 45.6 | 10.5 | 21.1 | 31.6 | 11.8 | 29.4 | 38.2 | 17.6 | 35.3 | 47.1 | 13.6 | 30.3 | 40.9 | |
| X-CLIP2026.06 | 14.2 | 31.6 | 42.1 | 7.9 | 18.4 | 28.9 | 11.8 | 23.5 | 32.4 | 14.7 | 32.4 | 44.1 | 12.1 | 25.8 | 36.4 | |
| TeachCLIP2026.06 | 12.3 | 28.1 | 40.4 | 5.3 | 15.8 | 26.3 | 11.8 | 23.5 | 32.4 | 12.9 | 29.4 | 41.2 | 10.6 | 24.2 | 34.8 | |
| CLIP4Clip2026.06 | 10.5 | 26.3 | 36.8 | 5.3 | 15.8 | 23.7 | 8.8 | 20.6 | 29.4 | 11.8 | 26.5 | 38.2 | 9.1 | 22.7 | 31.8 |