| model BLINK MMT SEED SEEDv2 MMB MMStar MME MMVet LlavaW MMMU Math AI2D SciQA POPE HalBch TVQA DocVQA ChartQA OCRBch RealWorldQA QBench2 CVB-2D CVB-3D | |
| v4-all-both-0.2b 47.50 54.21 68.73 0.00 71.99 0.00 57.61 37.11 62.50 42.11 32.40 0.00 76.30 83.27 50.05 51.49 38.83 35.36 0.00 51.50 0.00 0.00 | |
| v4-mc-sz-0.05b 44.92 52.80 68.03 0.00 73.02 0.00 58.40 37.06 60.80 43.67 34.40 0.00 76.90 83.32 47.74 51.70 39.14 34.64 0.00 52.29 0.00 0.00 | |
| v4-mc-0.5b 47.08 54.08 68.40 0.00 72.42 0.00 58.83 37.20 65.00 41.44 34.10 0.00 77.19 83.96 51.84 51.38 39.31 36.24 0.00 51.63 0.00 0.00 | |
| v4-mc-0.1b 46.82 52.70 68.04 0.00 72.16 0.00 59.18 34.72 65.30 43.11 33.70 0.00 77.99 83.20 48.37 51.29 38.99 35.00 0.00 50.20 0.00 0.00 | |
| v4-0.5b 48.97 53.02 68.11 0.00 71.56 0.00 59.07 38.53 61.80 44.33 34.00 0.00 77.14 83.70 51.00 51.28 39.72 36.28 0.00 51.24 0.00 0.00 | |
| v4-mc-0.05b 46.66 53.98 68.14 0.00 71.74 0.00 58.79 37.11 60.50 42.44 32.30 0.00 77.59 84.25 48.26 51.23 39.06 34.52 0.00 50.20 0.00 0.00 | |
| v4-both-0.05b 46.82 52.45 68.01 0.00 71.82 0.00 58.42 38.26 62.60 41.33 34.20 0.00 77.64 83.31 48.79 51.66 39.39 36.08 0.00 52.94 0.00 0.00 | |
| v4-0.1b 46.55 52.96 68.13 0.00 72.77 0.00 59.21 38.26 62.70 44.22 34.20 0.00 77.74 83.66 47.53 51.61 39.11 35.72 0.00 50.59 0.00 0.00 | |
| v4-all-both-sz-0.2b 45.66 53.41 67.99 0.00 71.82 0.00 59.00 36.97 65.70 41.67 33.20 0.00 77.09 82.05 48.90 51.19 37.99 33.84 0.00 51.11 0.00 0.00 | |
| v4-0.05b 48.19 53.76 68.28 0.00 71.22 0.00 58.92 37.75 64.60 44.33 31.20 0.00 76.60 83.80 50.47 51.67 39.29 35.96 0.00 48.89 0.00 0.00 | |
| v3-0.1 47.61 52.96 68.37 0.00 70.70 0.00 58.65 37.43 65.00 44.00 32.90 0.00 77.19 83.62 46.79 51.78 39.27 35.76 0.00 49.80 0.00 0.00 | |
| v4-sz-0.5b 46.55 53.18 67.36 0.00 70.36 0.00 58.57 33.17 64.10 42.22 34.10 0.00 77.99 83.27 49.42 48.73 35.46 31.08 0.00 51.24 0.00 0.00 | |
| v4-mc-sz-0.2b 47.40 52.16 67.95 0.00 72.85 0.00 57.71 36.70 61.40 42.00 33.10 0.00 76.55 83.48 51.21 51.27 38.17 34.68 0.00 51.37 0.00 0.00 | |
| v4-both-0.2b 49.03 52.83 68.55 0.00 72.42 0.00 60.59 36.38 67.30 43.67 33.00 0.00 77.29 84.78 49.53 51.24 39.80 34.64 0.00 52.68 0.00 0.00 | |
| v3-both-0.1 47.45 52.77 67.97 0.00 72.51 0.00 58.37 36.93 67.60 42.44 33.10 0.00 76.85 84.49 47.95 51.55 39.05 36.08 0.00 48.89 0.00 0.00 | |
| v4-sz-0.1b 45.98 54.81 68.62 0.00 73.71 0.00 57.39 39.17 62.70 41.33 32.50 0.00 77.14 83.35 48.69 50.98 38.89 35.12 0.00 50.72 0.00 0.00 | |
| v4-mc-0.2b 48.50 52.86 68.61 0.00 72.08 0.00 60.65 35.46 62.90 43.00 34.10 0.00 77.00 84.29 50.26 51.57 39.88 35.60 0.00 51.50 0.00 0.00 | |
| v4-both-sz-0.05b 46.76 53.44 68.06 0.00 71.74 0.00 57.77 33.53 65.30 44.44 32.40 0.00 77.14 84.85 49.00 51.47 38.51 35.48 0.00 50.85 0.00 0.00 | |
| v4-mc-1b 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 | |
| v4-0.2b 47.50 53.21 68.47 0.00 72.34 0.00 60.28 36.88 62.50 43.78 31.10 0.00 76.50 83.31 48.26 51.18 39.71 35.64 0.00 50.33 0.00 0.00 | |
| v4-mc-sz-0.5b 47.13 52.54 67.50 0.00 69.76 0.00 57.46 37.48 70.60 42.56 31.80 0.00 77.54 83.29 48.90 49.62 35.77 31.24 0.00 53.46 0.00 0.00 | |
| v4-both-1b 48.61 52.09 0.00 0.00 0.00 0.00 59.93 0.00 66.20 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 49.80 0.00 0.00 | |
| mantis 48.50 52.86 68.07 0.00 72.77 0.00 58.51 35.83 64.40 44.33 34.10 0.00 77.39 83.75 48.16 51.89 39.83 36.48 0.00 51.50 0.00 0.00 | |
| v4-both-sz-0.2b 48.66 53.15 68.68 0.00 72.25 0.00 59.64 39.17 61.00 44.11 32.10 0.00 76.75 83.48 48.37 50.81 38.21 34.44 0.00 51.76 0.00 0.00 | |
| v4-sz-0.05b 47.34 52.48 68.37 0.00 73.28 0.00 59.97 37.61 63.80 41.44 34.60 0.00 77.99 82.71 49.84 51.44 38.87 35.36 0.00 50.33 0.00 0.00 | |
| v3-mc-0.1 46.19 55.04 67.85 0.00 71.22 0.00 59.82 37.71 64.20 42.78 33.40 0.00 77.44 83.99 49.63 51.52 39.31 36.00 0.00 51.76 0.00 0.00 | |
| v4-both-sz-0.1b 46.61 53.66 68.20 0.00 72.59 0.00 58.59 36.38 60.00 43.11 34.50 0.00 76.95 83.62 46.90 50.80 39.10 36.40 0.00 51.50 0.00 0.00 | |
| v4-both-0.1b 47.08 53.02 67.99 0.00 72.94 0.00 60.00 38.26 64.80 42.00 33.80 0.00 77.54 83.81 50.16 51.85 38.45 35.56 0.00 50.98 0.00 0.00 | |
| v4-1b 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 | |
| v4-mc-sz-0.1b 46.98 53.09 68.31 0.00 71.74 0.00 57.48 39.59 63.30 45.33 33.30 0.00 77.14 83.93 49.00 51.32 39.52 35.72 0.00 51.90 0.00 0.00 | |
| v4-sz-0.2b 47.29 52.89 68.21 0.00 72.94 0.00 56.61 35.64 62.70 45.44 35.30 0.00 77.19 83.28 49.11 50.54 37.93 34.40 0.00 49.67 0.00 0.00 | |
| v4-both-0.5b 47.66 53.73 68.13 0.00 73.37 0.00 60.43 35.14 64.60 43.78 32.70 0.00 77.94 84.17 50.79 51.45 39.92 36.48 0.00 51.63 0.00 0.00 | |
| v4-both-sz-0.5b 45.45 53.98 67.88 0.00 72.08 0.00 58.17 35.64 66.80 43.67 29.20 0.00 78.63 81.85 49.53 49.13 35.50 32.08 0.00 51.50 0.00 0.00 |