Document Retrieval on InfoHaystack-1000
84.5Recall@1VL-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VL-RAG2026.06 | 84.5 | 87.7 | 89 | |
| V-RAG2026.06 | 80 | 83.2 | 85.2 | |
| V-RAGRetrieval Type=two-stage filtering ensemble2024.11 | 64.52 | 74.19 | 78.06 | |
| OpenCLIP2026.06 | 57.4 | 72.3 | 79.4 | |
| CLIP2026.06 | 53.6 | 68.4 | 72.3 | |
| OpenCLIPRetrieval Type=text-to-image2024.11 | 53.55 | 65.81 | 72.9 | |
| Nomic-Embed2026.06 | 49.7 | 59.4 | 60 | |
| CLIPRetrieval Type=text-to-image2024.11 | 45.81 | 64.52 | 70.32 | |
| SigLIP2026.06 | 45.8 | 62.6 | 69.7 | |
| SigLIPRetrieval Type=text-to-image2024.11 | 39.35 | 55.48 | 61.94 | |
| BM25Retrieval Type=text-to-text (using OCR)2024.11 | 38.71 | 51.61 | 58.06 | |
| Jina-CLIP-v22026.06 | 38.7 | 59.4 | 67.7 | |
| BM25 (OCR)Input=OCR text2026.06 | 32.9 | 43.2 | 51 | |
| Jina-CLIPRetrieval Type=text-to-image2024.11 | 23.87 | 33.55 | 37.42 | |
| Nomic-Embed-VisionRetrieval Type=text-to-image2024.11 | 20.65 | 30.97 | 35.48 |