Retrieval on Invoice Haystack 1000 documents
53Recall@1VL-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VL-RAG2026.06 | 53 | 57 | 57.5 | |
| V-RAG2026.06 | 43 | 45.5 | 46 | |
| BM25 (OCR)Input=OCR text2026.06 | 41.5 | 48 | 52 | |
| Nomic-Embed2026.06 | 28 | 38 | 44 | |
| SigLIP2026.06 | 24 | 33 | 39.5 | |
| OpenCLIP2026.06 | 20 | 28 | 31.5 | |
| CLIP2026.06 | 8 | 13 | 15 | |
| Jina-CLIP-v22026.06 | 4 | 5.5 | 8 |