| 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-mc-0.5b 47.08 54.08 68.40 0.00 72.42 0.00 58.83 37.20 65.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 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 0.00 34.00 0.00 77.14 83.70 51.00 0.00 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 | |
| v4-0.05b 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-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-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-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 | |
| 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 | |
| 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-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-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 |