Retrieval on Invoice Haystack 1500 documents
50Recall@1VL-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VL-RAG2026.06 | 50 | 53.5 | 54 | |
| V-RAG2026.06 | 40 | 43 | 43 | |
| BM25 (OCR)Input=OCR text2026.06 | 38.5 | 45.5 | 49.5 | |
| Nomic-Embed2026.06 | 26.5 | 36 | 40 | |
| SigLIP2026.06 | 20 | 30 | 37 | |
| OpenCLIP2026.06 | 19.5 | 24 | 28 | |
| CLIP2026.06 | 7 | 11 | 14 | |
| Jina-CLIP-v22026.06 | 2.5 | 5 | 5 |