Visual Document Retrieval on ViDoRe v2 (test)
66.4ESG Score (Human)ColQwen2.5
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ColQwen2.5Size=3B, Retriever Type=Multi-Vector2026.05 | 66.4 | — | 59.2 | 58.3 | — | — | 53.3 | 59.3 | — | — | — | — | — | — | — | — | — | — | |
| GMESize=7B, Retrieval Type=Single-Vector Retrieval2025.09 | 65.8 | 56.2 | 64 | 54.3 | 56.7 | 55.1 | 62.9 | 59.3 | — | — | — | — | — | — | — | — | — | — | |
| Jina(LI)Size=4B, Retriever Type=Multi-Vector2026.05 | 65.1 | — | 60.9 | 52.5 | — | — | 51.9 | 57.6 | — | — | — | — | — | — | — | — | — | — | |
| MINER-MoCaSize=3B, Retriever Type=Single-Vector2026.05 | 64.8 | — | 59.2 | 52.9 | — | — | 59.6 | 59.1 | — | — | — | — | — | — | — | — | — | — | |
| MetaEmbed-3BSize=3B, Retrieval Type=MetaEmbed, query-side vectors (rq)=16, candidate-side vectors (rc)=642025.09 | 63.7 | 55.5 | 61.7 | 62.6 | 57.4 | 58.7 | 62.3 | 60.3 | — | — | — | — | — | — | — | — | — | — | |
| MoCaSize=3B, Retriever Type=Single-Vector2026.05 | 63.5 | — | 59.7 | 53.1 | — | — | 57 | 58.3 | — | — | — | — | — | — | — | — | — | — | |
| MoCa-3BSize=3B, Retrieval Type=Single-Vector Retrieval2025.09 | 63.3 | 57.3 | 62.5 | 58.3 | 54.8 | 59.8 | 62.8 | 59.8 | — | — | — | — | — | — | — | — | — | — | |
| MetaEmbed-7BSize=7B, Retrieval Type=MetaEmbed, query-side vectors (rq)=16, candidate-side vectors (rc)=642025.09 | 62.9 | 54.2 | 65 | 62.9 | 61.1 | 61.9 | 60.9 | 61.3 | — | — | — | — | — | — | — | — | — | — | |
| ColQwen2Size=2B, Retrieval Type=Multi-Vector Retrieval2025.09 | 62.2 | 53.2 | 61.8 | 53.4 | 54.2 | 56.5 | 61.5 | 57.5 | — | — | — | — | — | — | — | — | — | — | |
| ColQwen2Size=2B, Retriever Type=Multi-Vector2026.05 | 60.4 | — | 56.3 | 52.5 | — | — | 50.6 | 55 | — | — | — | — | — | — | — | — | — | — | |
| MINER-EagerSize=4B, Retriever Type=Single-Vector2026.05 | 59.1 | — | 64.1 | 52.9 | — | — | 57.8 | 58.5 | — | — | — | — | — | — | — | — | — | — | |
| MoCa-7BSize=7B, Retrieval Type=Single-Vector Retrieval2025.09 | 58.8 | 57.6 | 63.2 | 55.3 | 51.4 | 61.3 | 63.8 | 58.8 | — | — | — | — | — | — | — | — | — | — | |
| ColPaliSize=3B, Retriever Type=Multi-Vector2026.05 | 58.5 | — | 54.6 | 54.9 | — | — | 48.6 | 54.2 | — | — | — | — | — | — | — | — | — | — | |
| MINER-JinaSize=4B, Retriever Type=Single-Vector2026.05 | 56.8 | — | 58.6 | 48.7 | — | — | 56.8 | 55.2 | — | — | — | — | — | — | — | — | — | — | |
| JinaSize=4B, Retriever Type=Single-Vector2026.05 | 54.8 | — | 58.5 | 44.8 | — | — | 55.1 | 53.3 | — | — | — | — | — | — | — | — | — | — | |
| VisRAG-RetSize=3B, Retrieval Type=Single-Vector Retrieval2025.09 | 53.7 | 48.7 | 54.8 | 45.9 | 46.4 | 47.7 | 59.6 | 51 | — | — | — | — | — | — | — | — | — | — | |
| mmE5Size=11B, Retrieval Type=Single-Vector Retrieval2025.09 | 52.8 | 44.3 | 51.3 | 55.1 | 54.7 | 46.8 | 48.6 | 50.5 | — | — | — | — | — | — | — | — | — | — | |
| EagerSize=4B, Retriever Type=Single-Vector2026.05 | 51.7 | — | 63.4 | 52.2 | — | — | 56.6 | 56 | — | — | — | — | — | — | — | — | — | — | |
| ColPaliSize=3B, Retrieval Type=Multi-Vector Retrieval2025.09 | 51.1 | 49.9 | 59.7 | 57 | 55.7 | 56.5 | 51.6 | 54.5 | — | — | — | — | — | — | — | — | — | — | |
| SigLipSize=877M, Retriever Type=Single-Vector2026.05 | 44.5 | — | 27.7 | 35 | — | — | 18.6 | 31.4 | — | — | — | — | — | — | — | — | — | — | |
| VLM2VecSize=4B, Retriever Type=Single-Vector2026.05 | 36.3 | — | 33.2 | 27.8 | — | — | 23.3 | 30.1 | — | — | — | — | — | — | — | — | — | — | |
| VLM2VecSize=7B, Retrieval Type=Single-Vector Retrieval2025.09 | 33.9 | 42 | 38.8 | 36.7 | 38.4 | 29.7 | 51.4 | 38.7 | — | — | — | — | — | — | — | — | — | — | |
| SigLIPSize=652M, Retrieval Type=Single-Vector Retrieval2025.09 | 28.8 | 14 | 33.8 | 19.8 | 21.9 | 18.2 | 29.8 | 23.8 | — | — | — | — | — | — | — | — | — | — | |
| AGREEPaliBackbone=Pali2025.11 | — | — | — | — | — | — | — | — | 57.46 | 58.87 | 52.03 | 55.51 | 59.05 | 51.33 | 67.95 | 65.28 | 59.12 | 57.75 | |
| AGREEQwen2.5Backbone=Qwen2.52025.11 | — | — | — | — | — | — | — | — | 60.09 | 58.43 | 56.41 | 60.49 | 59.05 | 56.5 | 71.8 | 70.73 | 61.84 | 61.54 | |
| BiCLIP2025.11 | — | — | — | — | — | — | — | — | 10.53 | 11.38 | 20.16 | 22.39 | 26.29 | 22.83 | 17.31 | 22.74 | 18.57 | 19.84 | |
| BiSigLIP2025.11 | — | — | — | — | — | — | — | — | 29.83 | 34.92 | 25.78 | 29.05 | 30.6 | 28.23 | 34.62 | 45.83 | 30.21 | 34.51 | |
| ColPali2025.11 | — | — | — | — | — | — | — | — | 51.75 | 54.05 | 52.03 | 57.56 | 55.17 | 53.3 | 54.49 | 63.67 | 53.36 | 57.14 | |
| ColQwen2.52025.11 | — | — | — | — | — | — | — | — | 51.75 | 57.12 | 56.56 | 60.64 | 52.59 | 52.9 | 58.33 | 63.7 | 54.81 | 58.59 | |
| DSE2025.11 | — | — | — | — | — | — | — | — | 47.37 | 55.15 | 52.66 | 55.29 | 62.5 | 52.8 | 57.69 | 61.74 | 55.06 | 56.25 | |
| SigLIPZero-shot=true2025.11 | — | — | — | — | — | — | — | — | 26.75 | 28.19 | 20.16 | 24.3 | 18.97 | 16.34 | 19.23 | 23.07 | 21.28 | 22.98 |