Visual Document Retrieval on SlideVQA (Metrics: Recall@10, MRR@10)
97.87Recall@10Unveil
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UnveilModality=Visual-Textual2026.05 | 97.87 | 94.37 | |
| VisRAGModality=Hybrid2026.05 | 97.71 | 93.61 | |
| UnveilModality=Visual-Only2026.05 | 97.61 | 93.75 | |
| VisRAGModality=Visual-Based2026.05 | 97.38 | 92.94 | |
| ColPaliModality=Visual-Based2026.05 | 97.32 | 86.83 | |
| DSEModality=Hybrid2026.05 | 97.2 | 93.84 | |
| DSEModality=Visual-Based2026.05 | 97.01 | 93.08 | |
| MiniCPMModality=Text-Based2026.05 | 96.93 | 92.3 | |
| NV-EmbedModality=Text-Based2026.05 | 93.9 | 78.83 | |
| BGE-LargeModality=Text-Based2026.05 | 92.26 | 75.77 | |
| BM25Modality=Text-Based2026.05 | 91.16 | 76.65 | |
| GTRModality=Text-Based2026.05 | 90.43 | 74.82 | |
| SigLIPModality=Visual-Based2026.05 | 87.22 | 78.06 |