Retrieval on VisRAG Dataset
80.11MRR@10RobustVisRAG
Evaluation results
| Method | Links | |
|---|---|---|
| RobustVisRAG# Para.=3.43B2026.02 | 80.11 | |
| RobustVisRAG2026.02 | 80.11 | |
| VisRAG-Ret-FM (FARE)# Para.=3.43B2026.02 | 78.42 | |
| VisRAG-FT2026.02 | 78.42 | |
| VisRAG-Ret-FM# Para.=3.43B2026.02 | 78.39 | |
| Two-Stage2026.02 | 77.78 | |
| VisRAG-Ret# Para.=3.43B2026.02 | 77.57 | |
| VisRAG2026.02 | 77.57 | |
| MiniCPM-FV (T)# Para.=2.72B2026.02 | 74.94 | |
| ColPali-FV# Para.=2.97B2026.02 | 74.57 | |
| MiniCPM-FM (T)# Para.=2.72B2026.02 | 73.17 | |
| NV-Embed-v2 (T)# Para.=7.85B2026.02 | 72.41 | |
| SigLIP-FV# Para.=883M2026.02 | 71.52 | |
| SigLIP-FM# Para.=883M2026.02 | 68.84 | |
| BGE-large (T)# Para.=335M2026.02 | 58.98 | |
| BM25 (T)# Para.=n.a2026.02 | 53.34 | |
| SigLIP# Para.=883M2026.02 | 43.47 |