Document Retrieval on ViDoRe and VisRAG Benchmarks
44.7Recall@3 (Economics)ColPali
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ColPaliEncoding Strategy=Hybrid (DocRetriever)2026.05 | 44.7 | 47 | 15.1 | 7.9 | 87.3 | 90.3 | 90.2 | 49.1 | 95.7 | 58.6 | |
| ColPaliEncoding Strategy=Dense2026.05 | 43.4 | 45.5 | 15.1 | 7.5 | 84.1 | 90.4 | 89.5 | 48.7 | 95.8 | 57.8 | |
| DSEdocmatixEncoding Strategy=Hybrid (DocRetriever)2026.05 | 22.6 | 47.2 | 38.8 | 7.6 | 85 | 91.9 | 81.8 | 69 | 94.2 | 59.8 | |
| DSEdocmatixEncoding Strategy=Dense2026.05 | 20.3 | 46.3 | 35.1 | 7 | 79.4 | 89.8 | 83.4 | 66.3 | 93.9 | 57.9 | |
| ColQwenEncoding Strategy=Hybrid (DocRetriever)2026.05 | 17.8 | 48.9 | 45.2 | 9.1 | 90.5 | 97.9 | 95.8 | 75.9 | 96.6 | 64.3 | |
| VLM2VecEncoding Strategy=Hybrid (DocRetriever)2026.05 | 17.6 | 43.4 | 34.7 | 6.6 | 80.2 | 90.3 | 80.5 | 71.3 | 90.2 | 57.2 | |
| VLM2VecEncoding Strategy=Dense2026.05 | 16.5 | 39.6 | 28.9 | 5.5 | 78.1 | 89.5 | 78.2 | 69 | 89.2 | 54.9 | |
| VisRAGEncoding Strategy=Hybrid (DocRetriever)2026.05 | 16.4 | 42.8 | 36.4 | 7.5 | 81.2 | 92.9 | 83.6 | 71.3 | 91 | 58.1 | |
| VisRAGEncoding Strategy=Dense2026.05 | 15.5 | 40 | 34.2 | 6.6 | 77.8 | 92.9 | 82.6 | 69.8 | 90.1 | 56.6 | |
| ColQwenEncoding Strategy=Dense2026.05 | 15.1 | 45.5 | 42.1 | 8.3 | 84.1 | 96.2 | 95.8 | 72.8 | 96.4 | 61.8 | |
| ColPaliEncoding Strategy=Sparse2026.05 | 10.5 | 10.4 | 5.6 | 2.1 | 15.9 | 14.2 | 14.9 | 12.2 | 12.8 | 10.9 | |
| ColQwenEncoding Strategy=Sparse2026.05 | 9.5 | 30.3 | 21.5 | 5.6 | 82.5 | 79.5 | 76.6 | 52.6 | 85.4 | 49.3 | |
| VisRAGEncoding Strategy=Sparse2026.05 | 7.3 | 17.3 | 12.8 | 3.2 | 61.9 | 42.9 | 36.9 | 28.6 | 75.3 | 31.8 | |
| VLM2VecEncoding Strategy=Sparse2026.05 | 6.6 | 15.7 | 11.6 | 2.9 | 56.1 | 38.9 | 33.4 | 25.9 | 68.1 | 28.8 | |
| DSEdocmatixEncoding Strategy=Sparse2026.05 | 6 | 18.4 | 14.3 | 1.8 | 60.3 | 54.2 | 41.8 | 25.1 | 60.6 | 31.4 |