Multi-modal Retrieval (T->All) on WebQA+
40.96Recall@1MiMIC-ANCE
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MiMIC-ANCETraining Strategy=ANCE2026.04 | 40.96 | 54.88 | 69.67 | 78.87 | 54.11 | 50.97 | 54.38 | 52.77 | |
| Marvel-ANCETraining Strategy=ANCE2026.04 | 40.84 | 53.13 | 65.33 | 72.1 | 52.61 | 49.48 | 52.78 | 51 | |
| UniVL-DR2026.04 | 36.81 | 49.55 | 62.39 | 69.65 | 49.21 | 46.27 | 49.4 | 47.75 | |
| MiMICANCE Training=False2026.04 | 32.62 | 44.35 | 60.29 | 73.07 | 44.62 | 41.75 | 44.96 | 43.88 | |
| Marvel-DPR2026.04 | 32.54 | 43.63 | 58.02 | 68.07 | 43.89 | 40.89 | 44.19 | 42.93 | |
| CLIP-DPR2026.04 | 28.65 | 39 | 54.16 | 66.56 | 39.8 | 36.69 | 40.14 | 38.78 | |
| VISTA*Backbone=CLIP-B-322026.04 | 21.73 | 31.59 | 43.57 | 52.66 | 31.63 | 29.31 | 31.81 | 30.86 |