Visual Document Retrieval on DocVQA (Recall@10, MRR@10)
96.06Recall@10Unveil
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UnveilModality=Visual-Textual2026.05 | 96.06 | 83.88 | |
| UnveilModality=Visual-Only2026.05 | 95.74 | 82.53 | |
| VisRAGModality=Hybrid2026.05 | 95.64 | 83.27 | |
| ColPaliModality=Visual-Based2026.05 | 94.78 | 83.64 | |
| VisRAGModality=Visual-Based2026.05 | 94.73 | 80.12 | |
| DSEModality=Visual-Based2026.05 | 94.2 | 80.41 | |
| DSEModality=Hybrid2026.05 | 93.88 | 81.55 | |
| MiniCPMModality=Text-Based2026.05 | 93.24 | 80.56 | |
| BM25Modality=Text-Based2026.05 | 86.38 | 73.56 | |
| NV-EmbedModality=Text-Based2026.05 | 80.26 | 60.5 | |
| BGE-LargeModality=Text-Based2026.05 | 77.54 | 59.63 | |
| GTRModality=Text-Based2026.05 | 74.19 | 57.09 | |
| SigLIPModality=Visual-Based2026.05 | 54.55 | 34.86 |