Multimodal Embedding Evaluation on MMEB V2 (test)
67.1Image CLS Hit@1
UME-R1-7B
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.02 | 67.1 | 69.2 | 71.9 | 84.9 | 71.3 | 48.6 | 60.7 | 38.2 | 39.3 | 47.5 | 75.7 | 50.5 | 83.7 | 37.6 | 67.1 | 64.5 | |
2026.02 | 65.7 | 61.5 | 70 | 85.2 | 68.1 | 45.9 | 33.9 | 27.6 | 39.3 | 36.4 | 78.8 | 52.6 | 82.7 | 42.1 | 69.3 | 61.2 | |
2026.02 | 64.8 | 62.8 | 67.6 | 77.2 | 66.6 | 44.3 | 51.2 | 32.9 | 39.7 | 42.2 | 72.4 | 46.2 | 79.2 | 37.2 | 63.9 | 60.1 | |
2026.02 | 63.7 | 70.5 | 71.3 | 91.4 | 70.1 | 57.6 | 58.4 | 45.1 | 49.5 | 53 | 80.2 | 53.4 | 84.9 | 67.1 | 74.7 | 68.1 | |
2026.02 | 63.6 | 61.7 | 69.1 | 87.6 | 67.6 | 35.8 | 58.7 | 34.4 | 39.5 | 42.4 | 70.7 | 49.6 | 79.5 | 38.1 | 63.9 | 60.6 | |
2026.02 | 62.9 | 56.3 | 69.5 | 77.3 | 64.9 | 39.3 | 34.3 | 28.8 | 38.5 | 34.9 | 75.5 | 44.9 | 79.4 | 39.4 | 65.4 | 58 | |
2026.02 | 62.8 | 67.9 | 68.6 | 90.4 | 69.2 | 57 | 55.9 | 45.1 | 49.4 | 52.1 | 79.9 | 52 | 84.6 | 65.7 | 74.1 | 66.8 | |
2026.02 | 62.7 | 56.9 | 69.4 | 82.2 | 65.5 | 39.1 | 30 | 29 | 40.6 | 34 | 56.9 | 9.4 | 59.1 | 38.1 | 46.4 | 52.3 | |
2026.02 | 59.2 | 26.5 | 70 | 62.7 | 54.1 | 39.3 | 42.6 | 24.3 | 34.6 | 35.2 | 22 | 11.5 | 37.4 | 21 | 23.9 | 40.4 | |
2026.02 | 58.7 | 49.3 | 65 | 72.9 | 59.7 | 33.4 | 30.5 | 20.6 | 33 | 29 | 49.8 | 13.5 | 51.8 | 33.5 | 41.6 | 47 | |
2026.02 | 57.7 | 34.7 | 71.2 | 59.3 | 56 | 37.4 | 50.4 | 28.4 | 38.2 | 38.6 | 89.4 | 55.6 | 85 | 44.4 | 75.2 | 57.8 | |
2026.02 | 54.4 | 29.9 | 66.9 | 55.5 | 51.9 | 34.9 | 42 | 25.6 | 32.4 | 33.9 | 86.1 | 54 | 82.5 | 43.1 | 72.7 | 54.1 | |
2026.02 | 51.7 | 34.1 | 66.9 | 56.7 | 52.4 | 32.9 | 42.6 | 23.2 | 37.6 | 33.7 | 56.3 | 33.3 | 58.2 | 40.1 | 50.2 | 47.4 | |
2026.02 | 40.3 | 11.5 | 48.1 | 40.3 | 34.9 | 26.7 | 37.8 | 21.6 | 25.5 | 28.2 | 83.6 | 52 | 81.1 | 43.1 | 71 | 44.4 |