Retrieval on DVisRAG Dataset Synthetic
73.21MRR@10RobustVisRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| RobustVisRAG# Para.=3.43B2026.02 | 73.21 | |
| VisRAG-Ret-FM (FARE)# Para.=3.43B2026.02 | 69.11 | |
| VisRAG-Ret-FM# Para.=3.43B2026.02 | 68.69 | |
| VisRAG-Ret# Para.=3.43B2026.02 | 65.96 | |
| ColPali-FV# Para.=2.97B2026.02 | 61.22 | |
| SigLIP-FM# Para.=883M2026.02 | 59.77 | |
| SigLIP-FV# Para.=883M2026.02 | 57.51 | |
| MiniCPM-FM (T)# Para.=2.72B2026.02 | 49.96 | |
| MiniCPM-FV (T)# Para.=2.72B2026.02 | 48.54 | |
| NV-Embed-v2 (T)# Para.=7.85B2026.02 | 47.68 | |
| BGE-large (T)# Para.=335M2026.02 | 37.05 | |
| SigLIP# Para.=883M2026.02 | 33.1 | |
| BM25 (T)# Para.=n.a2026.02 | 32.8 |