Document Retrieval on DocHaystack-1000
77.1Recall@1VL-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VL-RAG2026.06 | 77.1 | 81.7 | 81.7 | |
| V-RAG2026.06 | 75.2 | 80.7 | 80.7 | |
| V-RAGRetrieval Type=two-stage filtering ensemble2024.11 | 66.06 | 77.98 | 78.9 | |
| BM25 (OCR)Input=OCR text2026.06 | 62.4 | 70.6 | 73.4 | |
| Nomic-Embed2026.06 | 61.5 | 69.7 | 74.3 | |
| BM25Retrieval Type=text-to-text (using OCR)2024.11 | 56.88 | 66.06 | 69.72 | |
| SigLIP2026.06 | 41.3 | 51.4 | 54.1 | |
| OpenCLIP2026.06 | 41.3 | 59.6 | 66.1 | |
| Jina-CLIP-v22026.06 | 35.8 | 54.1 | 61.5 | |
| OpenCLIPRetrieval Type=text-to-image2024.11 | 34.86 | 49.54 | 57.8 | |
| SigLIPRetrieval Type=text-to-image2024.11 | 33.03 | 49.54 | 57.8 | |
| CLIP2026.06 | 27.5 | 41.3 | 47.7 | |
| CLIPRetrieval Type=text-to-image2024.11 | 23.85 | 41.28 | 45.87 | |
| Jina-CLIPRetrieval Type=text-to-image2024.11 | 3.67 | 7.34 | 12.84 | |
| Nomic-Embed-VisionRetrieval Type=text-to-image2024.11 | 1.83 | 2.75 | 6.42 |