Web-Page Retrieval on NQ (Rec, MRR)
75.8RecallUnveil
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UnveilInput Modality=Visual-Textual2026.05 | 75.8 | 61.86 | |
| MiniCPMModel Type=Text-Based Models2026.05 | 75.23 | 60.04 | |
| DSEModel Type=Hybrid Models2026.05 | 73.8 | 59.56 | |
| VisRAGModel Type=Hybrid Models2026.05 | 73.8 | 59.73 | |
| UnveilInput Modality=Visual-Only2026.05 | 72.2 | 57.3 | |
| VisRAGModel Type=Visual-Based Models2026.05 | 72.17 | 56.2 | |
| DSEModel Type=Visual-Based Models2026.05 | 71.7 | 55.9 | |
| NV-EmbedModel Type=Text-Based Models2026.05 | 69.97 | 54.61 | |
| ColPaliModel Type=Visual-Based Models2026.05 | 68.78 | 53.18 | |
| BGE-LargeModel Type=Text-Based Models2026.05 | 68.39 | 54.22 | |
| GTRModel Type=Text-Based Models2026.05 | 66.84 | 52.22 | |
| BM25Model Type=Text-Based Models2026.05 | 61.33 | 40.01 | |
| SigLIPModel Type=Visual-Based Models2026.05 | 59.57 | 41.45 |