| visual-reasoning-on-winoground | MMICL + CoCoT | #1 | Text Score: 64.25Image Score: 52.5Group Score: 50.75 |
| visual-reasoning-on-winoground | GPT-4V + CoCoT | #2 | Text Score: 58.5Image Score: 49.5Group Score: 44.5 |
| visual-reasoning-on-winoground | OpenFlamingo + CoCoT | #3 | Text Score: 58.25Image Score: 55.25Group Score: 41.5 |
| visual-reasoning-on-winoground | GPT-4V | #4 | Text Score: 54.5Image Score: 42.5Group Score: 37.75 |
| visual-reasoning-on-winoground | MMICL + CCoT | #7 | Text Score: 51Image Score: 48Group Score: 47.5 |
| visual-reasoning-on-winoground | OpenFlamingo + DDCoT | #8 | Text Score: 47.5Image Score: 47.25Group Score: 39 |
| visual-reasoning-on-winoground | MMICL + DDCoT | #10 | Text Score: 46.75Image Score: 45Group Score: 36.75 |
| visual-reasoning-on-winoground | Gemini + DDCoT | #17 | Text Score: 45Image Score: 25Group Score: 23.75 |
| visual-reasoning-on-winoground | OpenFlamingo + CCoT | #23 | Text Score: 42.5Image Score: 27.5Group Score: 20 |
| visual-reasoning-on-winoground | Gemini + CoCoT | #25 | Text Score: 40Image Score: 32.5Group Score: 27.75 |
| visual-reasoning-on-winoground | OpenFlamingo | #27 | Text Score: 39Image Score: 41.25Group Score: 33.25 |
| visual-reasoning-on-winoground | Gemini | #45 | Text Score: 30.75Image Score: 26Group Score: 25 |
| visual-reasoning-on-winoground | Gemini + CCoT | #64 | Text Score: 22.5Image Score: 33Group Score: 20.75 |