Multimodal Retrieval on MMEB
788.1Classification Score
UniME-V2
Updated 1mo ago
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
2026.02 | 788.1 | 906.9 | - | - | - | - | - | 7,371 | 7,371 | |
2026.02 | 278.9 | 332.3 | - | - | - | - | - | 2,928 | 2,928 | |
2026.02 | 143 | 162.8 | - | - | - | - | - | 3,699 | 3,699 | |
2026.02 | 85.9 | 99.4 | - | - | - | - | - | 757 | 757 | |
2025.09 | 69.4 | 70 | 69.9 | 78.2 | - | - | 70.7 | - | - | |
2026.02 | 68.3 | 65.1 | 71.6 | 84.8 | 73.6 | 66.3 | 70.3 | - | - | |
2026.02 | 68.3 | 69.4 | 72.9 | 86.1 | 75.6 | 67.8 | 72.1 | - | - | |
2025.09 | 68.3 | 65.1 | 71.6 | 84.8 | - | - | 70.3 | - | - | |
2025.09 | 68.3 | 64.6 | 63.1 | 69.9 | - | - | 65.7 | - | - | |
2026.02 | 67.6 | 62.8 | 70.9 | 89.7 | 72.3 | 66.7 | 69.8 | - | - | |
2025.09 | 67.6 | 62.6 | 71 | 89.6 | - | - | 69.8 | - | - | |
2026.04 | 67.4 | 61.5 | 72.4 | 81.3 | 73.5 | 63.3 | 69 | - | - | |
2025.09 | 67.2 | 67.6 | 66.3 | 74.3 | - | - | 67.8 | - | - | |
2026.02 | 66.8 | 66.6 | 70.5 | 90.9 | 74.6 | 65.8 | 70.7 | - | - | |
2026.02 | 66.8 | 66.8 | 70.5 | 90.4 | 74.7 | 65.6 | 70.7 | - | - | |
2026.02 | 66.8 | 66.6 | 70.5 | 90.9 | - | - | 70.7 | - | - | |
2025.09 | 66.8 | 66.6 | 70.6 | 90.9 | - | - | 70.7 | - | - | |
2025.09 | 66.3 | 61.9 | 71.1 | 88.6 | - | - | 69.2 | - | - | |
2026.02 | 65.8 | 60.7 | 68.3 | 78.9 | 70.8 | 61.5 | 66.7 | - | - | |
2026.02 | 65.7 | 65.4 | 70.9 | 91.9 | 75 | 64.4 | 70.3 | - | - | |
2026.04 | 65.7 | 58.2 | 68.9 | 77.5 | 70.9 | 59.8 | 66 | - | - | |
2025.09 | 65.7 | 65.4 | 70.9 | 91.9 | - | - | 70.3 | - | - | |
2026.02 | 65.3 | 67.6 | 72.9 | 90.2 | 74.8 | 66.7 | 71.2 | - | - | |
2026.02 | 65.2 | 65.6 | 70 | 91.2 | 75.8 | 62.4 | 69.8 | - | - | |
2025.09 | 65.2 | 65.6 | 70 | 91.2 | - | - | 69.8 | - | - | |
2026.02 | 64.8 | 68.1 | 75 | 88.7 | 78.3 | 63.6 | 71.8 | - | - | |
2026.02 | 64.3 | 70.9 | 75.7 | 90.4 | 78.4 | 65.9 | 72.8 | - | - | |
2026.02 | 64.1 | 64.3 | 71.6 | 70.6 | 69.8 | 64.3 | 67.4 | - | - | |
2026.02 | 64 | 60.1 | 73.1 | 82.8 | 72 | 63 | 68 | - | - | |
2026.02 | 63.8 | 66.3 | 73.5 | 75 | 71.7 | 65.6 | 69 | - | - | |
2026.02 | 63.2 | 55.9 | 65.4 | 75.6 | 65.8 | 60.1 | 63.3 | - | - | |
2026.04 | 63.2 | 55.9 | 65.4 | 75.6 | 65.8 | 60.1 | 63.3 | - | - | |
2026.02 | 62.9 | 56.3 | 69.5 | 77.3 | 68.7 | 60.1 | 64.9 | - | - | |
2026.02 | 62.6 | 57.8 | 69.9 | 81.7 | 65.2 | 56.3 | 65.8 | - | - | |
2026.02 | 62.6 | 57.8 | 69.9 | 81.7 | 72.2 | 57.8 | 65.8 | - | - | |
2026.04 | 62.6 | 57.8 | 69.9 | 81.7 | 72.2 | 57.8 | 65.8 | - | - | |
2026.02 | 62.1 | 60.2 | 65.2 | 84.9 | 69.4 | 59.8 | 65.2 | - | - | |
2026.02 | 62.1 | 56.3 | 68 | 72.7 | 67.4 | 58.9 | 63.6 | - | - | |
2026.02 | 62.1 | 60.2 | 65.2 | 84.9 | 69.4 | 59.8 | 65.2 | - | - | |
2026.04 | 62.1 | 60.2 | 65.2 | 84.9 | 69.4 | 59.8 | 65.2 | - | - | |
2026.02 | 61.6 | 83.4 | - | - | - | - | - | 362.8 | 256 | |
2026.02 | 61.3 | 67.2 | 73.5 | 89.8 | 75.2 | 63.9 | 70.2 | - | - | |
2026.04 | 61.2 | 49.9 | 67.4 | 86.1 | 67.5 | 57.1 | 62.9 | - | - | |
2025.09 | 61.2 | 49.9 | 67.4 | 86.1 | - | - | 62.9 | - | - | |
2026.02 | 60.9 | 63.3 | 72.2 | 84.6 | 74.7 | 59.5 | 68 | - | - | |
2026.04 | 60.6 | 52.9 | 67.9 | 85.1 | 68.4 | 57.9 | 66.6 | - | - | |
2025.09 | 59.7 | 52.8 | 49.2 | 54.7 | - | - | 53.7 | - | - | |
2026.02 | 59.1 | 49.1 | 61 | 83 | 64.3 | 53.7 | 59.6 | - | - | |
2026.02 | 59 | 49.4 | 65.4 | 73.4 | 66 | 52.6 | 59.3 | - | - | |
2026.02 | 59 | 49.4 | 65.4 | 73.4 | 66 | 52.6 | 59.3 | - | - | |
2026.04 | 59 | 49.4 | 65.4 | 73.4 | 66 | 52.6 | 60.1 | - | - | |
2025.09 | 59 | 50.2 | 52.3 | 60.1 | - | - | 54.5 | - | - | |
2025.09 | 57.7 | 34.7 | 71.2 | 59.3 | - | - | 56 | - | - | |
2026.02 | 56.7 | 82.2 | - | - | - | - | - | 362.8 | 256 | |
2026.02 | 56 | 10.4 | 49.2 | 58.9 | 38.1 | 45.6 | 43.7 | - | - | |
2026.02 | 56 | 21.9 | 55.4 | 64.1 | 50.5 | 43.1 | 47.2 | - | - | |
2026.02 | 56 | 57.4 | 69.9 | 83.6 | 68 | 59.1 | 65.8 | - | - | |
2026.04 | 56 | 21.9 | 55.4 | 64.1 | 50.5 | 43.1 | 47.2 | - | - | |
2026.04 | 56 | 59.4 | 69.9 | 83.6 | 68 | 59.1 | 64.1 | - | - | |
2025.09 | 56 | 57.4 | 69.9 | 83.6 | - | - | 64.1 | - | - | |
2026.02 | 55.9 | 76.7 | - | - | - | - | - | 398.4 | 256 | |
2025.09 | 55.9 | 40.4 | 66.1 | 55.6 | - | - | 55 | - | - | |
2026.02 | 55.2 | 19.7 | 53.2 | 62.2 | 47.6 | 42.8 | 45.4 | - | - | |
2026.04 | 55.2 | 19.7 | 53.2 | 62.2 | 47.6 | 42.8 | 45.4 | - | - | |
2026.02 | 54.8 | 55.9 | 64.5 | 81.8 | 68.2 | 52.7 | 64.2 | - | - | |
2026.04 | 54.8 | 54.9 | 62.3 | 79.5 | 66.5 | 52 | 60.1 | - | - | |
2026.04 | 54.8 | 55.9 | 64.5 | 81.8 | 68.2 | 52.7 | 64.2 | - | - | |
2026.02 | 54.4 | 29.9 | 66.9 | 55.5 | - | - | 51.9 | - | - | |
2025.09 | 53 | 47.4 | 45.7 | 53.6 | - | - | 49.1 | - | - | |
2025.09 | 51.7 | 34.1 | 66.9 | 56.7 | - | - | 52.4 | - | - | |
2025.09 | 48.1 | 32.3 | 63.8 | 57.8 | - | - | 50 | - | - | |
2026.04 | 47.8 | 10.9 | 52.3 | 53.3 | 39.3 | 40.2 | 39.7 | - | - | |
2025.09 | 47.2 | 18.4 | 56.5 | 62.2 | - | - | 44 | - | - | |
2025.09 | 46.5 | 60.8 | 57.8 | 52.3 | - | - | 54.9 | - | - | |
2026.04 | 44.3 | 16.2 | 61.8 | 65.3 | 47.1 | 41.7 | 44.7 | - | - | |
2025.09 | 43 | 17.7 | 42.5 | 63.2 | - | - | 41.6 | - | - | |
2026.02 | 42.8 | 9.1 | 53 | 51.8 | 37.1 | 38.7 | 37.8 | - | - | |
2026.04 | 42.8 | 9.1 | 53 | 51.8 | 37.1 | 38.7 | 37.8 | - | - | |
2026.04 | 42.1 | 15 | 60.1 | 62.2 | 44.7 | 40.4 | 42.8 | - | - | |
2025.09 | 41.2 | 37.2 | 37.9 | 48.4 | - | - | 39.8 | - | - | |
2026.02 | 40.6 | 50.9 | - | - | - | - | - | 99.6 | 64 | |
2026.02 | 40.3 | 8.4 | 31.6 | 59.5 | 32.3 | 38 | 34.8 | - | - | |
2026.04 | 40.3 | 8.4 | 31.6 | 59.5 | 32.3 | 38 | 34.8 | - | - | |
2026.02 | 39.7 | 10.8 | 39.4 | 60.2 | 34.2 | 33.4 | 37.5 | - | - | |
2026.02 | 39.7 | 10.8 | 39.4 | 60.2 | 34.2 | 33.9 | 33.9 | - | - | |
2026.04 | 39.7 | 10.8 | 39.4 | 60.2 | 34.2 | 33.4 | 33.9 | - | - | |
2026.02 | 39.1 | 9.6 | 38 | 57.6 | 33.1 | 31.9 | 36.1 | - | - | |
2026.02 | 38.8 | 8.3 | 35.4 | 26 | 31 | 23.7 | 27.8 | - | - | |
2026.04 | 38.8 | 8.3 | 35.4 | 26 | 31 | 23.7 | 27.8 | - | - | |
2026.02 | 34.5 | 46.8 | - | - | - | - | - | 362.8 | 256 | |
2026.02 | 29.2 | 37.1 | - | - | - | - | - | 398.4 | 256 | |
2026.04 | 27 | 4.2 | 33.9 | 47 | 25.3 | 25.1 | 25.2 | - | - | |
2026.02 | 26.1 | 29.9 | - | - | - | - | - | 99.6 | 64 | |
2026.04 | 21.8 | 4.9 | 11.5 | 19 | 14.9 | 11.5 | 13.3 | - | - | |
2025.09 | - | - | - | - | - | - | 69.6 | - | - |