Document Retrieval on InfoHaystack 100
94.2Recall@1VL-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VL-RAG2026.06 | 94.2 | 96.8 | 96.8 | |
| V-RAG2026.06 | 92.3 | 95.5 | 95.5 | |
| V-RAGRetrieval Type=two-stage filtering ensemble2024.11 | 79.35 | 90.97 | 92.9 | |
| Nomic-Embed2026.06 | 78.9 | 84.4 | 87.2 | |
| OpenCLIPRetrieval Type=text-to-image2024.11 | 72.26 | 85.16 | 92.9 | |
| BM25 (OCR)Input=OCR text2026.06 | 69.7 | 79.8 | 81.7 | |
| CLIPRetrieval Type=text-to-image2024.11 | 69.68 | 78.71 | 85.81 | |
| OpenCLIP2026.06 | 66.1 | 75.2 | 81.7 | |
| Jina-CLIP-v22026.06 | 62.4 | 77.1 | 84.4 | |
| SigLIPRetrieval Type=text-to-image2024.11 | 58.06 | 71.61 | 80 | |
| SigLIP2026.06 | 57.8 | 66.1 | 72.5 | |
| BM25Retrieval Type=text-to-text (using OCR)2024.11 | 56.77 | 65.81 | 70.97 | |
| CLIP2026.06 | 46.8 | 66.1 | 68.8 | |
| Jina-CLIPRetrieval Type=text-to-image2024.11 | 43.23 | 51.61 | 58.06 | |
| Nomic-Embed-VisionRetrieval Type=text-to-image2024.11 | 34.84 | 50.32 | 56.77 |