Multimodal Evidence Retrieval on MMCV 2025 (test)
71.16Recall@20DACLR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DACLRModality=Multimodal2026.05 | 71.16 | 80.83 | 66.26 | 67.13 | 62.43 | 63.91 | |
| CIEAModality=Multimodal2026.05 | 67.7 | 80.47 | 51.75 | 52.67 | 46.73 | 45.69 | |
| MARVELModality=Multimodal2026.05 | 63.46 | 79.77 | 50.76 | 50.97 | 44.35 | 48.06 | |
| T5-ANCEModality=Multimodal2026.05 | 61.35 | 69.96 | 44.25 | 46.34 | 46.38 | 47.25 | |
| CLIP-DPRModality=Multimodal2026.05 | 55.37 | 67.36 | 40.74 | 39.5 | 35.33 | 36.23 | |
| UniVL-DPModality=Multimodal2026.05 | 55.24 | 68.36 | 39.63 | 41.24 | 41.25 | 40.27 | |
| VinVL-DPRModality=Multimodal2026.05 | 50.12 | 66.78 | 33.75 | 34.74 | 34.32 | 35.66 |