Multi-modal Retrieval (Text Query) on WebQA
76.52Recall@20Cohere Embed 3
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Cohere Embed 3Scoring Method=Cos2025.11 | 76.52 | 59.19 | 55.86 | |
| E5-VScoring Method=Cos2025.11 | 74.37 | 54.88 | 52.27 | |
| Cohere Embed 3Scoring Method=Ours2025.11 | 69.23 | 52.67 | 49.36 | |
| E5-VScoring Method=Ours2025.11 | 65.73 | 48.76 | 46.11 | |
| Cohere Embed 3Scoring Method=Std2025.11 | 54.78 | 41.69 | 38.19 | |
| E5-VScoring Method=Std2025.11 | 48.61 | 35.04 | 33.11 | |
| Long-CLIP-LScoring Method=Cos2025.11 | 45.18 | 30.36 | 28.54 | |
| Long-CLIP-BScoring Method=Cos2025.11 | 43.93 | 30.92 | 28.56 | |
| Long-CLIP-LScoring Method=Ours2025.11 | 41.46 | 27.14 | 25.69 | |
| Long-CLIP-BScoring Method=Ours2025.11 | 40.44 | 27.72 | 25.79 | |
| BLIPScoring Method=Cos2025.11 | 37.15 | 27.07 | 24.23 | |
| Long-CLIP-LScoring Method=Std2025.11 | 35.66 | 23.57 | 22.14 | |
| Long-CLIP-BScoring Method=Std2025.11 | 34.94 | 23.79 | 22.05 | |
| CLIP (ViT-L/14)Scoring Method=Cos2025.11 | 32.6 | 24.05 | 21.45 | |
| BLIPScoring Method=Ours2025.11 | 31.4 | 20.71 | 19.23 | |
| CLIP (ViT-L/14)Scoring Method=Ours2025.11 | 31.27 | 21.44 | 19.69 | |
| CLIP (ViT-B/32)Scoring Method=Cos2025.11 | 28.89 | 21.14 | 18.89 | |
| CLIP (ViT-L/14)Scoring Method=Std2025.11 | 28.84 | 19.37 | 17.91 | |
| CLIP (ViT-B/32)Scoring Method=Ours2025.11 | 27.14 | 19.07 | 17.29 | |
| BLIPScoring Method=Std2025.11 | 24 | 14.75 | 14.04 | |
| CLIP (ViT-B/32)Scoring Method=Std2025.11 | 23.96 | 16.38 | 15.01 |