Retrieval on Invoice Haystack 500 documents
60Recall@1VL-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VL-RAG2026.06 | 60 | 63.5 | 63.5 | |
| V-RAG2026.06 | 46.5 | 49 | 49 | |
| BM25 (OCR)Input=OCR text2026.06 | 43 | 55.5 | 58 | |
| Nomic-Embed2026.06 | 34.5 | 44.5 | 49 | |
| SigLIP2026.06 | 28 | 40.5 | 46 | |
| OpenCLIP2026.06 | 22 | 31.5 | 37 | |
| CLIP2026.06 | 10 | 16 | 22 | |
| Jina-CLIP-v22026.06 | 4.5 | 9.5 | 12.5 |