| representation-learning-on-mmeb-v3 | WeMM-Embedding-9B | #1 | MMEB-v3 Score: 59.33 |
| representation-learning-on-mmeb-v3 | WeMM-Embedding-4B | #3 | MMEB-v3 Score: 57.97 |
| representation-learning-on-mmeb-v3 | WeMM-Embedding-2B | #4 | MMEB-v3 Score: 55.77 |
| representation-learning-on-mmeb-v3 | UEmbed-9B (hybrid) | #5 | MMEB-v3 Score: 52.26 |
| representation-learning-on-mmeb-v3 | UEmbed-9B (dense) | #6 | MMEB-v3 Score: 52.22 |
| representation-learning-on-mmeb-v3 | UEmbed-9B (sparse) | #7 | MMEB-v3 Score: 51.77 |
| representation-learning-on-mmeb-v3 | UEmbed-4B (dense) | #8 | MMEB-v3 Score: 51.01 |
| representation-learning-on-mmeb-v3 | UEmbed-4B (sparse) | #9 | MMEB-v3 Score: 50.85 |
| representation-learning-on-mmeb-v3 | UEmbed-2B (sparse) | #10 | MMEB-v3 Score: 47.76 |
| representation-learning-on-mmeb-v3 | LCO-Embedding-Omni-7B | #11 | MMEB-v3 Score: 43.14 |
| representation-learning-on-mmeb-v3 | Qwen3-VL-Embedding-8B | #12 | MMEB-v3 Score: 31.95 |
| representation-learning-on-mmeb-v3 | Qwen3-VL-Embedding-2B | #13 | MMEB-v3 Score: 30.07 |
| representation-learning-on-mmeb-v3 | UME-R1-7B | #14 | MMEB-v3 Score: 26.3 |
| representation-learning-on-mmeb-v3 | interestFM-UIR-CAFe-7B | #15 | MMEB-v3 Score: 24.7 |
| representation-learning-on-mmeb-v3 | UME-R1-2B | #16 | MMEB-v3 Score: 24.5 |
| representation-learning-on-mmeb-v3 | EmbeddingGemma-2 | #17 | MMEB-v3 Score: 24.22 |
| representation-learning-on-mmeb-v3 | interestFM-UIR-CAFe-0.5B | #18 | MMEB-v3 Score: 20.25 |
| representation-learning-on-mmeb-v3 | DME-Large | – | MMEB-v3 Score: 32.94 |
| representation-learning-on-mmeb-v3 | DME-Medium | – | MMEB-v3 Score: 32.18 |
| representation-learning-on-mmeb-v3 | DME-Small | – | MMEB-v3 Score: 30.69 |
| representation-learning-on-mmeb-v3 | RGE(Qwen2.5VL-3B) | – | MMEB-v3 Score: 13.29 |
| representation-learning-on-mmeb-v3 | RGE(Qwen2.5VL-7B) | – | MMEB-v3 Score: 13.76 |
| representation-learning-on-mmeb-v3 | RGE(Qwen2VL-2B) | – | MMEB-v3 Score: 13.16 |
| representation-learning-on-mmeb-v3 | RGE(Qwen2VL-7B) | – | MMEB-v3 Score: 14.08 |
| representation-learning-on-mmeb-v3 | e5-omni-3B | – | MMEB-v3 Score: 44.63 |
| representation-learning-on-mmeb-v3 | e5-omni-7B | – | MMEB-v3 Score: 47.14 |
| representation-learning-on-mmeb-v3 | gme-Qwen2-VL-2B-Instruct | – | MMEB-v3 Score: 22.02 |
| representation-learning-on-mmeb-v3 | gme-Qwen2-VL-7B-Instruct | – | MMEB-v3 Score: 23.53 |
| representation-learning-on-mmeb-v2 | WeMM-Embedding-9B | #2 | MMEB-v2 Score: 80.58 |
| representation-learning-on-mmeb-v2 | WeMM-Embedding-4B | #3 | MMEB-v2 Score: 79.19 |
| representation-learning-on-mmeb-v2 | WeMM-Embedding-2B | #4 | MMEB-v2 Score: 77.94 |
| representation-learning-on-mmeb-v2 | Qwen3-VL-Embedding-8B | #5 | MMEB-v2 Score: 77.82 |
| representation-learning-on-mmeb-v2 | Qwen3-VL-Embedding-2B | #6 | MMEB-v2 Score: 73.25 |
| representation-learning-on-mmeb-v2 | UEmbed-9B (hybrid) | #7 | MMEB-v2 Score: 71.83 |
| representation-learning-on-mmeb-v2 | UEmbed-9B (dense) | #8 | MMEB-v2 Score: 71.77 |
| representation-learning-on-mmeb-v2 | UEmbed-9B (sparse) | #9 | MMEB-v2 Score: 71.05 |
| representation-learning-on-mmeb-v2 | UEmbed-4B (dense) | #10 | MMEB-v2 Score: 70.36 |
| representation-learning-on-mmeb-v2 | UEmbed-4B (sparse) | #11 | MMEB-v2 Score: 69.69 |
| representation-learning-on-mmeb-v2 | UEmbed-2B (dense) | #12 | MMEB-v2 Score: 66.49 |
| representation-learning-on-mmeb-v2 | UEmbed-2B (sparse) | #13 | MMEB-v2 Score: 65.53 |
| representation-learning-on-mmeb-v2 | UME-R1-7B | #14 | MMEB-v2 Score: 64.07 |
| representation-learning-on-mmeb-v2 | interestFM-UIR-CAFe-7B | #15 | MMEB-v2 Score: 60.17 |
| representation-learning-on-mmeb-v2 | LCO-Embedding-Omni-7B | #16 | MMEB-v2 Score: 59.96 |
| representation-learning-on-mmeb-v2 | UME-R1-2B | #17 | MMEB-v2 Score: 59.69 |
| representation-learning-on-mmeb-v2 | EmbeddingGemma-2 | #18 | MMEB-v2 Score: 59.01 |
| representation-learning-on-mmeb-v2 | interestFM-UIR-CAFe-0.5B | #19 | MMEB-v2 Score: 49.33 |
| representation-learning-on-mmeb-v2 | DME-Large | – | MMEB-v2 Score: 80.24 |
| representation-learning-on-mmeb-v2 | DME-Medium | – | MMEB-v2 Score: 78.38 |
| representation-learning-on-mmeb-v2 | DME-Small | – | MMEB-v2 Score: 74.75 |
| representation-learning-on-mmeb-v2 | RGE(Qwen2.5VL-3B) | – | MMEB-v2 Score: 32.36 |
| representation-learning-on-mmeb-v2 | RGE(Qwen2.5VL-7B) | – | MMEB-v2 Score: 33.52 |
| representation-learning-on-mmeb-v2 | RGE(Qwen2VL-2B) | – | MMEB-v2 Score: 32.06 |
| representation-learning-on-mmeb-v2 | RGE(Qwen2VL-7B) | – | MMEB-v2 Score: 34.3 |
| representation-learning-on-mmeb-v2 | e5-omni-3B | – | MMEB-v2 Score: 63.59 |
| representation-learning-on-mmeb-v2 | e5-omni-7B | – | MMEB-v2 Score: 67.84 |
| representation-learning-on-mmeb-v2 | gme-Qwen2-VL-2B-Instruct | – | MMEB-v2 Score: 53.65 |
| representation-learning-on-mmeb-v2 | gme-Qwen2-VL-7B-Instruct | – | MMEB-v2 Score: 57.32 |