Text-to-image Retrieval on MMDocRAG (test)
69.1MRRQwen2-VL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Qwen2-VLAdaptation=SKR2026.04 | 69.1 | 59.5 | 75.5 | 79.5 | 87.5 | |
| Nomic-mm-7b2026.04 | 66.9 | 56 | 74.5 | 79.5 | 86 | |
| Phi-3-VLAdaptation=SKR2026.04 | 55.6 | 45 | 63 | 68 | 75 | |
| LLaVA-1.6Adaptation=SKR2026.04 | 55.2 | 44.5 | 62.5 | 66.5 | 73 | |
| Qwen2-VLAdaptation=E5-V2026.04 | 29.1 | 21 | 34 | 39.5 | 45 | |
| Phi-3-VLAdaptation=E5-V2026.04 | 20.3 | 15 | 21 | 23.5 | 30 | |
| LLaVA-1.6Adaptation=E5-V2026.04 | 19.7 | 15 | 20.5 | 23 | 30.5 | |
| Phi-3-VLAdaptation=Base2026.04 | 7.1 | 5 | 6.5 | 8 | 12.5 | |
| Qwen2-VLAdaptation=SFT2026.04 | 5.5 | 3.5 | 5.5 | 6.5 | 8.5 | |
| Qwen2-VLAdaptation=Base2026.04 | 4.4 | 3 | 3.5 | 4 | 9 | |
| LLaVA-1.6Adaptation=SFT2026.04 | 3.1 | 2 | 2.5 | 3 | 6.5 | |
| Phi-3-VLAdaptation=SFT2026.04 | 2.7 | 2 | 3 | 3 | 3.5 | |
| LLaVA-1.6Adaptation=Base2026.04 | 1.4 | 0 | 1 | 3 | 3.5 |