Multimodal Embedding Evaluation on MMEB V2 (test)
69.8Image CLS Hit@1RzenEmbed-v1
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RzenEmbed-v1Backbone=Qwen2-VL-7B, Model Size Category=Medium2026.04 | 69.8 | 68.7 | 76.8 | 85.7 | 73.6 | 52.8 | 56.2 | 41.9 | 41.8 | 48.9 | 89.5 | 60.8 | 87.9 | 44.4 | 76.8 | 68.9 | |
| TTEBackbone=Qwen2-VL-7B, Model Size Category=Medium, Variant=Student variant2026.04 | 69.7 | 72.4 | 74 | 90.6 | 74.2 | 49.1 | 60.6 | 36.4 | 37.2 | 46.8 | 84.1 | 62.7 | 91.9 | 47.6 | 76.4 | 68.6 | |
| MMEmb-R1Backbone=Qwen2-VL-7B, Model Size Category=Medium2026.04 | 68.1 | 71.8 | 77.7 | 87.1 | 74.4 | 60.2 | 56 | 51.2 | 41.1 | 53.3 | 79.6 | 65.3 | 84.7 | 58 | 74.9 | 69.7 | |
| TTEBackbone=Qwen3-VL-2B, Model Size Category=Small, Variant=Student variant2026.04 | 67.9 | 66.6 | 70.2 | 84.1 | 70.1 | 47.3 | 49.1 | 34.4 | 33.2 | 32.1 | 77.5 | 53.2 | 83.2 | 41.1 | 68.8 | 63.1 | |
| MMEmb-R1Backbone=Qwen3-VL-4B, Model Size Category=Medium2026.04 | 67.7 | 74.2 | 74.5 | 94.9 | 74.8 | 60.7 | 61.1 | 51.6 | 50.6 | 56.6 | 83 | 60.6 | 83.7 | 66.6 | 76.7 | 71.2 | |
| UME-R1-7BParameters=7B2026.02 | 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 | |
| UME-R1Backbone=Qwen2-VL-7B, Model Size Category=Medium2026.04 | 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 | |
| VLM2Vec-V2-7BParameters=7B, Model version=V22026.02 | 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 | |
| RzenEmbed-v1Backbone=Qwen2-VL-2B, Model Size Category=Small2026.04 | 65.3 | 61.7 | 73.8 | 77.9 | 68.5 | 45.6 | 47.5 | 38.3 | 36.7 | 42.6 | 87 | 57.6 | 85.4 | 43.3 | 74.4 | 64.4 | |
| UME-R1-2BParameters=2B2026.02 | 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 | |
| UME-R1Backbone=Qwen2-VL-2B, Model Size Category=Small2026.04 | 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 | |
| MMEmb-R1Backbone=Qwen2-VL-2B, Model Size Category=Small2026.04 | 64.5 | 68.1 | 70 | 88.9 | 70 | 56.3 | 52.8 | 47.6 | 42.5 | 50.6 | 74.1 | 56 | 78.9 | 48.3 | 68 | 65 | |
| Embed-RL-4BParameters=4B2026.02 | 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 | |
| Embed-RLBackbone=Qwen3-VL-4B, Model Size Category=Medium2026.04 | 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 | |
| CAFe-7BParameters=7B2026.02 | 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 | |
| CAFeBackbone=LLaVA-OV-7B, Model Size Category=Medium2026.04 | 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 | |
| MMEmb-R1Backbone=Qwen3-VL-2B, Model Size Category=Small2026.04 | 63.5 | 73.7 | 70.2 | 89.8 | 71.5 | 59.8 | 60.3 | 50.6 | 49.2 | 55.6 | 82 | 55.7 | 80.7 | 56.7 | 73.2 | 68.3 | |
| VLM2Vec-V2-2BParameters=2B, Model version=V22026.02 | 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 | |
| VLM2Vec-V2Backbone=Qwen2-VL-2B, Model Size Category=Small2026.04 | 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 | |
| Embed-RL-2BParameters=2B2026.02 | 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 | |
| Embed-RLBackbone=Qwen3-VL-2B, Model Size Category=Small2026.04 | 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 | |
| VLM2Vec-7BParameters=7B2026.02 | 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 | |
| VLM2VecBackbone=Qwen2-VL-7B, Model Size Category=Medium2026.04 | 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 | |
| LamRA-2VL-7BParameters=7B, Model version=2VL2026.02 | 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 | |
| LamRABackbone=Qwen2-VL-7B, Model Size Category=Medium2026.04 | 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 | |
| VLM2Vec-2BParameters=2B2026.02 | 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 | |
| VLM2VecBackbone=Qwen2-VL-2B, Model Size Category=Small2026.04 | 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 | |
| GME-7BParameters=7B2026.02 | 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 | |
| GMEBackbone=Qwen2-VL-7B, Model Size Category=Medium2026.04 | 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 | |
| GME-2BParameters=2B2026.02 | 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 | |
| GMEBackbone=Qwen2-VL-2B, Model Size Category=Small2026.04 | 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 | |
| LamRA-2.5V-7BParameters=7B, Model version=2.5V2026.02 | 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 | |
| LamRABackbone=Qwen2.5-VL-7B, Model Size Category=Medium2026.04 | 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 | |
| ColPali-V1.3-3BParameters=3B2026.02 | 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 | |
| ColPali-V1.3Backbone=PaliGemma-3B, Model Size Category=Small2026.04 | 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 |