Video Retrieval on UVRB (test)
58.7AVG ScoreEmbed-RL-2B
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Embed-RL-2BParameters=2B2026.02 | 58.7 | 61.1 | 20.1 | 70.3 | 59.1 | 54.6 | 86.9 | 87.2 | 43 | 40.6 | |
| Embed-RL-4BParameters=4B2026.02 | 58.5 | 62 | 18.4 | 70.3 | 60.7 | 55.6 | 86.1 | 87.9 | 46 | 40.6 | |
| GVEBackbone=Qwen2-VL, Size=7B2026.04 | 57.3 | 65.7 | 31.2 | 65.7 | 58.7 | 57 | 81.4 | 82.1 | 46.9 | 41.9 | |
| GVE-3BParameters=3B2026.02 | 57.1 | 61.9 | 30.4 | 64.7 | 55.2 | 54.1 | 76.4 | 81.6 | 43 | 37.7 | |
| GME-7BParameters=7B2026.02 | 56.2 | 60.4 | 34.1 | 61.5 | 51.8 | 50.7 | 78.8 | 74.9 | 37.3 | 39.8 | |
| Unite-7BParameters=7B2026.02 | 55.9 | 60.9 | 25.4 | 66.6 | 54.1 | 53.9 | 74.6 | 77.9 | 41.2 | 42.5 | |
| RIMEBackbone=Qwen2-VL, Size=7B2026.04 | 55.6 | 60.8 | 22 | 67.5 | 56.2 | 54 | 81.6 | 79.9 | 43.6 | 41.3 | |
| UME-R1Backbone=Qwen2-VL, Size=7B2026.04 | 54.6 | 59.1 | 15.9 | 66.4 | 55.5 | 53.9 | 82.5 | 82.5 | 42.7 | 41.8 | |
| UniME-7BParameters=7B2026.02 | 54.2 | 56.1 | 30.8 | 70.2 | 50 | 51.8 | 66.4 | 78.5 | 39.6 | 37.3 | |
| VLM2Vec-V2Version=V22026.02 | 53.8 | 58.7 | 26.3 | 61.3 | 49.8 | 50.2 | 76.2 | 80.9 | 34.8 | 34.8 | |
| B3-7BParameters=7B2026.02 | 53.8 | 57 | 27 | 67.8 | 48.2 | 50.5 | 72.2 | 79.7 | 36.4 | 35.5 | |
| UniteBackbone=Qwen2-VL, Size=7B2026.04 | 53.8 | 60.9 | 25.4 | 66.6 | 54.1 | 53.9 | 74.6 | 77.9 | 41.2 | 42.5 | |
| GMEBackbone=Qwen2-VL, Size=7B2026.04 | 53 | 60.4 | 34.1 | 61.5 | 51.8 | 50.7 | 78.8 | 74.9 | 37.3 | 39.8 | |
| UniMEBackbone=Qwen2-VL, Size=7B2026.04 | 52.1 | 56.1 | 30.8 | 70.2 | 50 | 51.8 | 66.4 | 78.5 | 39.6 | 37.3 | |
| B3Backbone=Qwen2-VL, Size=7B2026.04 | 51.1 | 57 | 27 | 67.8 | 48.2 | 50.5 | 72.2 | 79.7 | 36.4 | 35.5 | |
| VideoCLIP-XLModel Size=XL2026.02 | 51 | 55 | 22.7 | 63.2 | 55.8 | 49.3 | 60 | 78.7 | 38.1 | 31 | |
| LanguageBind2026.02 | 50.8 | 54.3 | 23.1 | 64.5 | 53.9 | 47.9 | 61 | 72.3 | 37.8 | 33.6 | |
| VLM2Vec-V2Backbone=Qwen2-VL, Size=2B2026.04 | 50.8 | 58.7 | 26.3 | 61.3 | 49.8 | 50.2 | 76.2 | 80.9 | 34.8 | 34.8 | |
| Unite-2BParameters=2B2026.02 | 50.7 | 53.6 | 24.2 | 65.4 | 45.5 | 47.1 | 68.1 | 72.5 | 34.7 | 34.1 | |
| BGE-VL2026.02 | 48 | 49.7 | 26.8 | 62.2 | 44.8 | 40.6 | 63.6 | 66.4 | 29.2 | 26.1 | |
| UniteBackbone=Qwen2-VL, Size=2B2026.04 | 48 | 53.6 | 24.2 | 65.4 | 45.5 | 47.1 | 68.1 | 72.5 | 34.7 | 34.1 | |
| InternVideo2-6BParameters=6B2026.02 | 44.5 | 44.8 | 22 | 66 | 50.4 | 41.7 | 42.3 | 63.1 | 40 | 22 | |
| BGE-VLBackbone=Qwen2-VL, Size=2B2026.04 | 44.3 | 49.7 | 26.8 | 62.2 | 44.8 | 40.6 | 63.6 | 66.4 | 29.2 | 26.1 | |
| InternVideo2-1BParameters=1B2026.02 | 42 | 42.2 | 24.8 | 58.1 | 48 | 40.3 | 38.3 | 60.6 | 41.3 | 18.9 | |
| CLIP4Clip2026.02 | 41.6 | 40.1 | 17.8 | 71.4 | 38 | 36 | 46.3 | 55.9 | 28.5 | 23.6 | |
| GME-2BParameters=2B2026.02 | 41.6 | 53.9 | 34.5 | 59.7 | 46.1 | 47.1 | 68.5 | 71.6 | 34.9 | 34.7 | |
| ViCLIP2026.02 | 37.5 | 33.6 | 26.3 | 64 | 38 | 31.5 | 31.3 | 48.4 | 28.9 | 17.1 | |
| ViCLIPBackbone=ViT-L/14, Size=0.4B2026.04 | 35.2 | 33.6 | 26.3 | 64 | 38 | 31.5 | 31.3 | 48.4 | 28.9 | 17.1 |