Multimodal Embedding on MMEB V1
69.7Classification Accuracy
Think-Then-Embed
Updated 1mo ago
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
2026.06 | 69.7 | 72.4 | 74 | 90.6 | 80.5 | 67 | 74.5 | |
2026.06 | 68.6 | 71.7 | 68 | 87 | 75.4 | 66.2 | 71.3 | |
2025.11 | 68.3 | 65.1 | 71.6 | 84.8 | 73.6 | 66.3 | 70.3 | |
2026.06 | 68.1 | 65.1 | 69.2 | 80.9 | 71.8 | 65.6 | 69 | |
2026.06 | 67.9 | 64.4 | 69.8 | 82.1 | 64.5 | 72.9 | 69.2 | |
2025.11 | 67.6 | 62.8 | 70.9 | 89.7 | 72.3 | 66.7 | 69.8 | |
2026.06 | 67.6 | 66.2 | 70.5 | 81.2 | 73.1 | 64.4 | 69.3 | |
2025.11 | 67.4 | 70.6 | 72.4 | 87.6 | 75.2 | 67.6 | 72.2 | |
2026.06 | 66.1 | 59.5 | 67.6 | 79.9 | 69.6 | 62.2 | 66.3 | |
2025.11 | 65.8 | 64.7 | 75 | 92.4 | 74.7 | 67.6 | 71.5 | |
2026.06 | 65.8 | 65.9 | 70.1 | 83.3 | 72.8 | 64.7 | 69.2 | |
2025.11 | 65.2 | 65.6 | 70 | 91.2 | 75.8 | 62.4 | 69.8 | |
2026.06 | 64.8 | 62.8 | 67.6 | 77.2 | 71.5 | 60.4 | 66.6 | |
2026.06 | 64.4 | 67.8 | 70.2 | 90.1 | 75.3 | 63.7 | 70.1 | |
2025.11 | 63.2 | 55.9 | 65.4 | 75.6 | 65.8 | 60.1 | 63.3 | |
2026.06 | 62.9 | 56.3 | 69.5 | 77.3 | 68.8 | 60.1 | 64.9 | |
2026.06 | 62.8 | 67.9 | 68.6 | 90.4 | 65.9 | 71.9 | 69.2 | |
2025.11 | 62.6 | 57.8 | 69.9 | 81.7 | 72.2 | 57.8 | 65.8 | |
2025.11 | 61.3 | 65.1 | 70 | 82.7 | 71.3 | 61.6 | 67.5 | |
2025.11 | 60.6 | 52.9 | 67.9 | 85.1 | 68.4 | 57.9 | 66.6 | |
2025.11 | 59.8 | 62.9 | 70.6 | 88.6 | 72.3 | 61.5 | 67.5 | |
2026.06 | 58.7 | 49.3 | 65 | 72.9 | 64.8 | 53.4 | 59.7 | |
2025.11 | 56.9 | 41.2 | 67.8 | 53.4 | - | - | - | |
2025.11 | 56 | 57.4 | 69.9 | 83.6 | 68 | 59.1 | 65.8 | |
2025.11 | 55.3 | 57.3 | 62.7 | 73.2 | - | - | 60.3 | |
2025.11 | 55.2 | 19.7 | 53.2 | 62.2 | 47.6 | 42.8 | 45.4 | |
2025.11 | 54.8 | 55.9 | 64.5 | 81.8 | 68.2 | 52.7 | 64.2 | |
2026.06 | 54.4 | 29.9 | 66.9 | 55.5 | 49.2 | 55.2 | 51.9 | |
2026.06 | 42.8 | 9.1 | 53 | 51.8 | 37.1 | 38.7 | 37.8 | |
2025.11 | 41.5 | 6.9 | 44.6 | 53.5 | 32.8 | 36 | 36.6 | |
2025.11 | 39.7 | 10.8 | 39.4 | 60.2 | 34.2 | 33.9 | 33.9 |