Document Retrieval on DocHaystack 200
86.2Recall@1VL-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VL-RAG2026.06 | 86.2 | 88.1 | 88.1 | |
| V-RAG2026.06 | 83.5 | 87.2 | 87.2 | |
| Nomic-Embed2026.06 | 78 | 83.5 | 86.2 | |
| V-RAGRetrieval Type=two-stage filtering ensemble2024.11 | 77.98 | 84.4 | 84.4 | |
| BM25Retrieval Type=text-to-text (using OCR)2024.11 | 65.14 | 71.56 | 75.23 | |
| BM25 (OCR)Input=OCR text2026.06 | 65.1 | 75.2 | 78 | |
| Jina-CLIP-v22026.06 | 58.7 | 69.7 | 78 | |
| OpenCLIP2026.06 | 56.9 | 72.5 | 77.1 | |
| OpenCLIPRetrieval Type=text-to-image2024.11 | 56.88 | 70.64 | 75.23 | |
| SigLIP2026.06 | 55.1 | 60.6 | 64.2 | |
| SigLIPRetrieval Type=text-to-image2024.11 | 47.71 | 63.3 | 70.64 | |
| CLIPRetrieval Type=text-to-image2024.11 | 44.04 | 58.72 | 65.14 | |
| CLIP2026.06 | 44 | 64.2 | 66.1 | |
| Nomic-Embed-VisionRetrieval Type=text-to-image2024.11 | 13.76 | 21.1 | 25.69 | |
| Jina-CLIPRetrieval Type=text-to-image2024.11 | 9.17 | 24.77 | 30.28 |