Web-Page Retrieval on 2WikiMultihopQA
40.57RecallUnveil
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UnveilInput Modality=Visual-Textual2026.05 | 40.57 | 26.23 | |
| MiniCPMModel Type=Text-Based Models2026.05 | 39.1 | 25.44 | |
| DSEModel Type=Hybrid Models2026.05 | 37.17 | 23.88 | |
| VisRAGModel Type=Hybrid Models2026.05 | 36.13 | 23.16 | |
| BM25Model Type=Text-Based Models2026.05 | 36.02 | 23.98 | |
| UnveilInput Modality=Visual-Only2026.05 | 35.5 | 22.23 | |
| DSEModel Type=Visual-Based Models2026.05 | 35.03 | 21.7 | |
| VisRAGModel Type=Visual-Based Models2026.05 | 34.13 | 20.46 | |
| NV-EmbedModel Type=Text-Based Models2026.05 | 31.62 | 19.48 | |
| ColPaliModel Type=Visual-Based Models2026.05 | 27.59 | 16.97 | |
| BGE-LargeModel Type=Text-Based Models2026.05 | 26.65 | 16.74 | |
| GTRModel Type=Text-Based Models2026.05 | 25.14 | 15.11 | |
| SigLIPModel Type=Visual-Based Models2026.05 | 22.3 | 13.93 |