Retrieval on MMEB v2
78.2Image Retrieval ScoreQwen3-VL-Reranker-8B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen3-VL-Reranker-8BSize=8B2026.01 | 78.2 | 79.2 | 61 | 85.8 | |
| Qwen3-VL-Embedding-2BSize=2B2026.01 | 74.8 | 73.4 | 53.6 | 79.2 | |
| Qwen3-VL-Reranker-2BSize=2B2026.01 | 74 | 75.2 | 53.2 | 83.2 | |
| UniME-V2Size=7B, Supported Modality Set=Tri-modal (Text + Image + Video)2026.01 | 71.8 | 59.6 | 39 | 56.7 | |
| UME-R1Size=7B, Supported Modality Set=Tri-modal (Text + Image + Video)2026.01 | 71.3 | 64.5 | 47.5 | 67.1 | |
| e5-omni-7BSize=7B, Supported Modality Set=Omni-modal2026.01 | 71.2 | 66.4 | 43.5 | 76.1 | |
| e5-omni-vanilla-7BSize=7B, Alignment Strategy=vanilla contrastive (w/o explicit alignment)2026.01 | 69 | 64.4 | 41.8 | 74.7 | |
| jina-reranker-m0Size=2B2026.01 | 68.2 | — | — | 85.2 | |
| CAFeSize=7B, Supported Modality Set=Bi-modal (Text + Image)2026.01 | 67.6 | 60.6 | 42.4 | 63.9 | |
| e5-omni-3BSize=3B, Supported Modality Set=Omni-modal2026.01 | 67.6 | 63.1 | 40.6 | 73.2 | |
| e5-omni-vanilla-3BSize=3B, Alignment Strategy=vanilla contrastive (w/o explicit alignment)2026.01 | 65.8 | 62 | 39.3 | 72 | |
| VLM2Vec-v1Size=7B, Supported Modality Set=Bi-modal (Text + Image)2026.01 | 65.5 | 52.3 | 33.7 | 46.4 | |
| VLM2Vec-v2Size=2B, Supported Modality Set=Tri-modal (Text + Image + Video)2026.01 | 64.9 | 58 | 34.6 | 65.4 | |
| GMESize=7B, Supported Modality Set=Bi-modal (Text + Image)2026.01 | 56 | 57.8 | 38.4 | 75.2 | |
| LCO-EMBSize=7B, Supported Modality Set=Omni-modal (Text + Image + Video + Audio)2026.01 | 44 | 50.6 | 38.2 | 69.8 | |
| Omni-Embed-NemotronSize=3B, Supported Modality Set=Omni-modal (Text + Image + Video + Audio)2026.01 | 43.7 | 51.5 | 36.9 | 74.2 | |
| Tevatron-OmniSize=7B, Supported Modality Set=Omni-modal (Text + Image + Video + Audio)2026.01 | 37.1 | 48.1 | 35.1 | 74.5 | |
| ColPali-v1.3Size=3B, Supported Modality Set=Bi-modal (Text + Image)2026.01 | 34.9 | 44.4 | 28.2 | 71 |