| 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 | |
| v3-0.1 47.61 52.96 0.00 0.00 0.00 0.00 58.65 0.00 0.00 44.00 32.90 0.00 0.00 0.00 0.00 51.78 0.00 0.00 0.00 49.80 0.00 0.00 | |
| v3-both-0.1 47.45 52.77 0.00 0.00 0.00 0.00 58.37 0.00 0.00 42.44 33.10 0.00 0.00 0.00 0.00 51.55 0.00 0.00 0.00 48.89 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 0.00 0.00 0.00 0.00 59.82 0.00 0.00 42.78 33.40 0.00 0.00 0.00 0.00 51.52 0.00 0.00 0.00 51.76 0.00 0.00 |