Visual Document Retrieval on ViDoRe Out-of-domain V2
67.9NDCG@5 (ESG Human)MUREFull
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MUREFullSize=3B, Backbone=PaliGemma-3B2026.03 | 67.9 | 54.5 | 56.6 | 57.4 | 60.4 | 62.4 | 57.3 | 59.5 | |
| MURE1536Size=3B, Backbone=PaliGemma-3B2026.03 | 66.5 | 52.3 | 56.3 | 55.3 | 59.2 | 56.9 | 57.5 | 57.7 | |
| GMESize=7B, Backbone=Other LLM2026.03 | 65.8 | 56.2 | 55.1 | 56.7 | 64 | 54.3 | 62.9 | 59.3 | |
| MoCa-3BSize=3B, Backbone=Other LLM2026.03 | 63.3 | 57.3 | 59.8 | 54.8 | 62.5 | 58.3 | 62.8 | 59.8 | |
| ColMate-PaliSize=3B, Backbone=PaliGemma-3B2026.03 | 62.8 | 54.1 | 59.3 | 53.4 | 60.9 | 54.1 | 55.9 | 57.2 | |
| MURE1024Size=3B, Backbone=PaliGemma-3B2026.03 | 62.7 | 50.7 | 55.8 | 55 | 59.1 | 60.4 | 56 | 57.1 | |
| ColQwen2Size=2B, Backbone=Other LLM2026.03 | 62.2 | 53.2 | 56.5 | 54.2 | 61.8 | 53.4 | 61.5 | 57.5 | |
| MURE512Size=3B, Backbone=PaliGemma-3B2026.03 | 58 | 49.8 | 55.1 | 52.6 | 58.5 | 56.9 | 54.3 | 55.1 | |
| ColPali(Reproduced)Size=3B, Backbone=PaliGemma-3B2026.03 | 55.5 | 50.8 | 53.6 | 52.4 | 59.3 | 55.9 | 52.1 | 54.2 | |
| VisRAG-RetSize=3B, Backbone=Other LLM2026.03 | 53.7 | 48.7 | 47.7 | 46.4 | 54.8 | 45.9 | 59.6 | 51 | |
| mmE5Size=11B, Backbone=Other LLM2026.03 | 52.8 | 44.3 | 46.8 | 54.7 | 51.3 | 55.1 | 48.6 | 50.5 | |
| ColPaliSize=3B, Backbone=PaliGemma-3B2026.03 | 51.1 | 49.9 | 56.5 | 55.7 | 59.7 | 57 | 51.6 | 54.5 | |
| VLM2VecSize=7B, Backbone=Other LLM2026.03 | 33.9 | 42 | 29.7 | 38.4 | 38.8 | 36.7 | 51.4 | 38.7 |