Multimodal Embedding on MMEB
76.1Classification Accuracy
Seed-1.6-embedding
Updated 27d ago
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
2026.03 | 76.1 | 74 | 77.9 | 91.3 | - | - | 77.8 | - | - | - | |
2026.03 | 74.2 | 81.1 | 80.2 | 92.3 | 81.9 | 78 | 80.1 | - | - | - | |
2025.09 | 73.7 | 78.6 | 78.9 | 88.1 | 82.8 | 73.7 | 78.7 | - | - | - | |
2025.09 | 71.3 | 74.2 | 78.7 | 85.4 | 81.8 | 70 | 76.6 | - | - | - | |
2026.03 | 71.1 | 70.3 | 75.9 | 91.3 | 78.8 | 69.6 | 74.7 | - | - | - | |
2026.03 | 70.6 | 71.7 | 78.5 | 92.1 | 78.5 | 72.7 | 75.9 | - | - | - | |
2026.03 | 70.3 | 74.3 | 74.8 | 88.5 | 75.3 | 74.5 | 75 | - | - | - | |
2026.03 | 70 | 66.5 | 74.1 | 84.6 | 75.9 | 67.1 | 72 | - | - | - | |
2025.09 | 70 | 66.5 | 74.1 | 84.6 | 75.9 | 67.1 | 72 | - | - | - | |
2026.03 | 69.7 | 69.6 | 73.1 | 87.2 | - | - | 72.7 | - | - | - | |
2026.03 | 68.8 | 64.3 | 72.1 | 85.7 | 74.5 | 65.6 | 70.5 | - | - | - | |
2026.03 | 68.5 | 66.3 | 74.5 | 90.3 | 76.1 | 67.4 | 72.3 | - | - | - | |
2026.03 | 68.3 | 65.1 | 71.6 | 84.8 | 73.6 | 66.3 | 70.3 | - | - | - | |
2026.03 | 68.1 | 65.1 | 69.2 | 80.9 | - | - | 69 | - | - | - | |
2025.09 | 67.6 | 62.7 | 71 | 89.7 | 72.4 | 66.6 | 69.8 | - | - | - | |
2026.03 | 67 | 61.2 | 70.9 | 79.9 | 72.1 | 63.1 | 68.1 | - | - | - | |
2026.03 | 66.8 | 66.8 | 70.5 | 90.4 | 74.7 | 65.6 | 70.7 | - | - | - | |
2025.09 | 66.4 | 42.1 | 74.3 | 91.6 | 65.7 | 64.3 | 65.1 | - | - | - | |
2025.09 | 65.8 | 64.7 | 75 | 92.4 | 74.7 | 67.6 | 71.5 | - | - | - | |
2026.03 | 65.7 | 65.4 | 70.9 | 91.9 | 75 | 64.4 | 70.3 | - | - | - | |
2026.03 | 65.3 | 67.6 | 72.9 | 90.2 | 74.8 | 66.7 | 71.2 | - | - | - | |
2026.03 | 65.2 | 65.6 | 70 | 91.2 | 75.8 | 62.4 | 69.8 | - | - | - | |
2025.09 | 64.9 | 53.5 | 70.9 | 79.5 | 68.6 | 61.3 | 65.4 | - | - | - | |
2026.03 | 64 | 60.1 | 73.1 | 82.8 | 72 | 63 | 68 | - | - | - | |
2026.03 | 63.2 | 55.9 | 65.4 | 75.6 | 65.8 | 60.1 | 63.3 | - | - | - | |
2026.03 | 62.9 | 56.3 | 69.5 | 77.3 | - | - | 64.9 | - | - | - | |
2025.09 | 62.9 | 56.3 | 69.5 | 77.3 | - | - | 64.9 | - | - | - | |
2025.09 | 62.7 | 68.1 | 71.9 | 79.6 | 73.5 | 63.8 | 69.1 | - | - | - | |
2026.03 | 62.6 | 57.8 | 69.9 | 81.7 | 65.2 | 56.3 | 65.8 | - | - | - | |
2025.05 | 62.6 | 55.5 | 65 | 78.2 | 67 | 58.4 | 63.2 | 59.6 | 73.6 | 65.1 | |
2026.03 | 62.1 | 56.3 | 68 | 72.7 | 67.4 | 58.9 | 63.6 | - | - | - | |
2026.03 | 62.1 | 60.2 | 65.2 | 84.9 | 69.4 | 59.8 | 65.2 | - | - | - | |
2026.03 | 61.2 | 49.9 | 67.4 | 86.1 | 67.5 | 57.1 | 62.9 | - | - | - | |
2025.09 | 61.2 | 49.9 | 67.4 | 86.1 | 67.5 | 57.1 | 62.9 | - | - | - | |
2025.09 | 60 | 31 | - | - | - | - | - | - | - | - | |
2025.09 | 59.8 | 62.9 | 70.6 | 88.6 | 72.3 | 61.5 | 67.5 | - | - | - | |
2026.03 | 59.2 | 26.5 | 70 | 62.7 | - | - | 54.1 | - | - | - | |
2026.03 | 59.1 | 49.1 | 61 | 83 | 64.3 | 53.7 | 59.6 | - | - | - | |
2026.03 | 59 | 49.4 | 65.4 | 73.4 | 66 | 52.6 | 59.3 | - | - | - | |
2026.03 | 57.7 | 34.7 | 71.2 | 59.3 | - | - | 56 | - | - | - | |
2025.09 | 56.9 | 41.2 | 67.8 | 53.4 | - | - | 55.8 | - | - | - | |
2025.09 | 56 | 57.4 | 69.9 | 83.6 | 68 | 59.1 | 64.1 | - | - | - | |
2025.09 | 55.2 | 19.7 | 53.2 | 62.2 | 47.6 | 42.8 | 45.4 | - | - | - | |
2025.05 | 55 | 58.2 | 63.2 | 82.4 | 68.2 | 53.5 | 61.7 | 57.7 | 72.8 | 64.1 | |
2026.03 | 54.8 | 54.9 | 62.3 | 79.5 | 66.5 | 52 | 60.1 | - | - | - | |
2025.05 | 54.8 | 54.9 | 62.3 | 79.5 | 66.5 | 52 | 60.1 | 56.1 | 72.6 | 61.5 | |
2026.03 | 54.4 | 29.9 | 66.9 | 55.5 | - | - | 51.9 | - | - | - | |
2026.03 | 51.7 | 34.1 | 66.9 | 56.7 | - | - | 52.4 | - | - | - | |
2025.05 | 51.4 | 30.8 | 58.1 | 66.3 | 56.9 | 40.4 | 49.6 | 43.1 | 66.8 | 54.4 | |
2025.05 | 50 | 27 | 55.3 | 64.8 | 52.2 | 38.9 | 47 | 40.3 | 64.7 | 49.3 | |
2025.09 | 48.1 | 32.2 | 63.8 | 57.8 | - | - | 50 | - | - | - | |
2026.03 | 47.8 | 10.9 | 52.3 | 53.3 | 39.3 | 40.2 | 39.7 | - | - | - | |
2025.05 | 47.8 | 10.9 | 52.3 | 53.3 | 39.3 | 40.2 | 39.7 | 33.1 | 57.9 | 44.2 | |
2026.03 | 44.3 | 16.2 | 61.8 | 65.3 | 47.1 | 41.7 | 44.7 | - | - | - | |
2026.03 | 42.8 | 9.1 | 53 | 51.8 | 37.1 | 38.7 | 37.8 | - | - | - | |
2025.05 | 42.8 | 9.1 | 53 | 51.8 | 37.1 | 38.7 | 37.8 | 29.8 | 62.1 | 41.6 | |
2026.03 | 42.1 | 15 | 60.1 | 62.2 | 44.7 | 40.4 | 42.8 | - | - | - | |
2025.09 | 42.1 | 15 | 60.1 | 62.2 | - | - | 42.8 | - | - | - | |
2025.05 | 42.1 | 15 | 60.1 | 62.2 | 44.7 | 40.4 | 42.8 | 32.5 | 58.2 | 59.7 | |
2026.03 | 40.3 | 8.4 | 31.6 | 59.5 | 32.3 | 38 | 34.8 | - | - | - | |
2026.03 | 40.3 | 11.5 | 48.1 | 40.3 | - | - | 34.9 | - | - | - | |
2025.05 | 40.3 | 8.4 | 31.6 | 59.5 | 32.3 | 38 | 34.8 | 27 | 44.6 | 49 | |
2026.03 | 38.8 | 8.3 | 35.4 | 26 | 31 | 23.7 | 27.8 | - | - | - | |
2025.09 | 38.8 | 8.3 | 35.4 | 26 | - | - | 27.8 | - | - | - | |
2026.03 | 27 | 4.2 | 33.9 | 47 | 25.3 | 25.1 | 25.2 | - | - | - | |
2025.05 | 27 | 4.2 | 33.9 | 47 | 25.3 | 25.1 | 25.2 | 15.7 | 43.1 | 37.9 |