| visual-reasoning-on-winoground | X-VLM 16M | #11 | Text Score: 46.7Image Score: 24.5Group Score: 21.2 |
| visual-reasoning-on-winoground | X-VLM 4M | #18 | Text Score: 44.0Image Score: 26.7Group Score: 21.5 |
| visual-reasoning-on-winoground | BLIP 14M | #31 | Text Score: 36.5Image Score: 18.5Group Score: 14.5 |
| visual-reasoning-on-winoground | BLIP 129M | #35 | Text Score: 35.5Image Score: 15.0Group Score: 11.7 |
| visual-reasoning-on-winoground | BLIP 129M (CapFilt/L) | #37 | Text Score: 34.7Image Score: 15.2Group Score: 12.2 |
| visual-reasoning-on-winoground | BLIP-ViT/L 129M | #38 | Text Score: 34.7Image Score: 14.5Group Score: 12.2 |
| visual-reasoning-on-winoground | PEVL 14M | #40 | Text Score: 33.2Image Score: 15.7Group Score: 12.2 |
| visual-reasoning-on-winoground | ALBEF 14M | #41 | Text Score: 32.5Image Score: 16.2Group Score: 12.7 |
| visual-reasoning-on-winoground | ALBEF 4M | #50 | Text Score: 29.2Image Score: 15.5Group Score: 11.0 |