| model BLINK MMT SEED SEEDv2 MMB MMStar MME CVB-2D CVB-3D MMVet LlavaW MMMU Math AI2D SciQA POPE HalBch TVQA DocVQA ChartQA OCRBch RealWorldQA QBench2 | |
| llava-v1.5-7b-v21-02-both 38.19 0.00 67.66 0.00 67.18 0.00 62.97 58 67 32.75 65.50 36.44 24.70 0.00 69.06 86.35 50.68 46.55 22.59 17.20 0.00 57.91 46.70 | |
| llava-v1.5-13b-pretrain 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 | |
| llava-v1.5-7b-v21-s-cft 39.66 0.00 67.17 0.00 65.03 0.00 62.92 55 65 31.19 65.80 36.11 24.00 0.00 68.22 87.37 48.26 45.74 21.83 17.36 0.00 57.78 46.60 | |
| llava-v1.5-7b-v21-1-both 38.61 0.00 68.35 0.00 67.87 0.00 63.40 62 68 30.46 64.90 35.78 25.20 0.00 67.72 86.92 47.42 46.60 22.92 17.40 0.00 57.39 47.20 | |
| llava-v1.5-7b-v21-01-both 38.98 0.00 68.03 0.00 68.13 0.00 64.19 57 67 29.08 65.60 38.44 24.80 0.00 69.26 86.44 47.63 46.39 22.73 17.52 0.00 55.03 45.30 | |
| llava-v1.5-7b-v21-01-mc 39.08 0.00 66.42 0.00 66.67 0.00 63.31 60 64 32.11 69.30 37.11 27.20 0.00 69.56 87.09 46.06 46.53 22.80 17.40 0.00 55.95 47.60 | |
| llava-v1.5-7b-v21-sz-01-both 39.61 0.00 67.03 0.00 67.27 0.00 63.36 56 64 32.57 67.30 36.67 25.10 0.00 68.47 86.55 47.74 46.61 23.43 17.20 0.00 55.95 46.50 | |
| llava-v1.5-7b-pretrain 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 | |
| llava-v1.5-7b-jieyu-v0-665k 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 | |
| llava-v1.5-7b-v21-005-both 38.87 0.00 66.79 0.00 67.10 0.00 61.61 56 66 31.51 67.30 37.56 26.30 0.00 70.00 87.49 48.05 46.62 23.24 17.20 0.00 56.08 46.50 | |
| llava-v1.5-7b-v21-sz-02-mc 38.14 0.00 66.84 0.00 67.96 0.00 63.23 57 63 29.68 66.90 37.22 25.40 0.00 69.16 86.68 45.64 46.36 22.12 17.80 0.00 58.56 48.90 | |
| llava-v1.5-7b-v21-1-mc 39.08 0.00 68.38 0.00 68.13 0.00 63.97 60 67 31.33 66.70 36.56 27.40 0.00 68.22 86.30 47.00 46.32 22.25 17.64 0.00 56.99 48.70 | |
| llava-v1.5-7b-v21 10.73 0.00 9.96 0.00 2.23 0.00 17.47 0 61 4.63 15.90 3.89 20.60 0.00 8.68 7.24 20.29 2.10 72.25 1.24 0.00 3.79 3.10 | |
| llava-v1.5-7b-v21-sz-005-both 39.30 0.00 67.39 0.00 66.49 0.00 62.53 60 66 32.06 67.40 37.44 24.90 0.00 69.91 87.14 47.11 46.73 22.90 17.40 0.00 55.56 46.60 | |
| llava-v1.5-7b-v21-sz-02 38.35 0.00 67.29 0.00 66.84 0.00 63.36 59 66 29.91 64.90 36.11 26.70 0.00 68.32 87.12 46.37 46.13 22.25 18.44 0.00 54.51 47.70 | |
| llava-v1.5-7b-v21-sz-1-both 36.77 0.00 54.42 0.00 47.85 0.00 40.39 41 65 7.71 18.20 28.78 22.30 0.00 60.19 37.91 31.34 8.51 4.46 7.08 0.00 43.92 42.20 | |
| llava-v1.5-7b-v21-sz-005-mc 38.45 0.00 67.47 0.00 67.01 0.00 63.33 61 61 30.60 66.00 37.78 24.60 0.00 69.86 87.02 48.37 46.53 22.72 17.76 0.00 54.64 47.80 | |
| llava-v1.5-7b-v21-sz-01-mc 37.45 0.00 67.21 0.00 67.10 0.00 64.42 56 62 30.64 70.20 36.78 25.70 0.00 69.31 86.93 49.11 46.53 22.97 18.48 0.00 58.69 48.40 | |
| llava-v1.5-7b-v21-005 38.72 0.00 66.65 0.00 66.49 0.00 63.87 55 65 31.28 67.00 37.33 25.20 0.00 69.91 86.67 47.84 46.17 23.18 17.24 0.00 55.56 48.10 | |
| llava-v1.5-7b-v21-sz-005 38.93 0.00 67.08 0.00 66.32 0.00 64.24 55 66 32.06 66.90 36.67 25.40 0.00 70.55 87.31 48.90 46.49 23.02 17.96 0.00 52.68 48.50 | |
| llava-v1.5-7b-v21-sz-05-mc 39.72 0.00 66.27 0.00 66.07 0.00 61.84 61 68 31.70 66.20 38.22 24.70 0.00 68.32 86.52 47.00 45.17 21.71 18.04 0.00 56.73 46.10 | |
| llava-v1.5-7b-v21-sz-1 33.09 0.00 25.24 0.00 13.40 0.00 34.04 26 66 7.34 18.50 15.78 22.30 0.00 30.09 22.49 26.60 6.94 3.56 5.64 0.00 19.08 28.40 | |
| llava-v1.5-7b-cp 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 | |
| llava-v1.5-7b-v21-1-pretrain 38.51 0.00 66.91 0.00 66.41 0.00 62.44 56 63 30.87 66.30 36.67 25.20 0.00 69.21 87.21 48.69 45.88 21.88 18.60 0.00 53.59 46.40 | |
| llava-v1.5-7b-v21-02-mc 39.66 0.00 66.96 0.00 67.70 0.00 63.27 58 63 31.01 65.30 37.56 25.30 0.00 68.62 86.50 47.74 47.27 22.80 17.40 0.00 56.60 46.20 | |
| llava-v1.5-7b-v22-2img 38.82 0.00 65.16 0.00 67.35 0.00 61.95 54 64 31.28 66.50 37.78 25.20 0.00 70.00 86.16 46.90 48.28 23.05 17.68 0.00 55.16 45.90 | |
| llava-v1.5-7b-v22-4img 38.45 0.00 65.77 0.00 68.30 0.00 61.51 53 65 32.48 67.50 38.22 27.30 0.00 69.06 85.54 45.74 47.73 22.54 18.20 0.00 54.64 50.30 | |
| llava-v1.5-7b-v21-s 8.31 0.00 12.58 0.00 3.44 0.00 20.39 8 55 5.69 14.80 4.44 21.10 0.00 12.64 6.54 20.19 1.15 97.64 1.28 0.00 6.93 11.40 | |
| llava-v1.5-7b-v21-05-both 39.03 0.00 67.53 0.00 67.61 0.00 65.98 60 66 31.01 65.20 38.89 24.90 0.00 69.26 86.69 46.27 46.68 22.96 17.44 0.00 57.65 48.70 | |
| llava-v1.5-7b-v21-05 38.30 0.00 67.19 0.00 67.96 0.00 64.54 57 69 30.83 65.60 37.22 26.90 0.00 66.98 87.59 47.11 46.78 22.63 17.72 0.00 55.29 49.40 | |
| llava-v1.5-7b-v21-sz-1-mc 37.03 0.00 55.26 0.00 54.38 0.00 27.95 38 63 10.09 28.10 35.44 19.80 0.00 62.07 26.46 33.75 4.02 2.21 0.00 0.00 45.62 41.60 | |
| llava-v1.5-7b-v21-sz-05-both 40.14 0.00 66.61 0.00 64.95 0.00 62.32 65 69 30.18 67.10 38.11 24.80 0.00 67.87 87.11 48.26 44.65 21.61 18.00 0.00 55.29 47.20 | |
| llava-v1.5-7b-v21-sz-01 37.56 0.00 67.05 0.00 67.44 0.00 64.18 58 67 32.11 69.70 37.78 27.00 0.00 68.52 87.12 49.21 46.32 22.73 18.92 0.00 56.08 49.20 | |
| llava-v1.5-7b-cp-ft 38.56 0.00 64.15 0.00 61.00 0.00 58.56 53 65 28.12 57.30 34.00 23.60 0.00 67.18 87.44 48.26 38.52 14.71 14.20 0.00 54.64 47.30 | |
| llava-v1.5-7b-v21-1 38.35 0.00 67.03 0.00 67.35 0.00 63.54 55 67 29.68 65.30 35.56 26.10 0.00 68.12 86.86 47.53 46.49 22.68 17.92 0.00 58.56 46.80 | |
| llava-v1.5-7b 38.61 0.00 66.84 0.00 66.67 0.00 63.24 58 61 32.94 66.10 36.22 25.60 0.00 69.11 86.84 47.74 46.83 22.52 18.48 0.00 54.25 46.40 | |
| llava-v1.5-7b-v21-c 36.03 0.00 41.57 0.00 15.64 0.00 25.83 34 53 9.59 20.30 26.00 22.30 0.00 47.15 66.06 30.70 18.51 7.14 9.52 0.00 38.17 39.60 | |
| llava-v1.5-7b-v21-01 38.45 0.00 66.74 0.00 66.92 0.00 62.29 59 69 31.06 67.90 37.33 26.90 0.00 69.41 86.57 47.21 46.73 23.20 17.40 0.00 53.99 49.00 | |
| llava-v1.5-7b-v21-sz-02-both 39.03 0.00 67.45 0.00 66.67 0.00 62.46 63 66 32.20 64.50 39.11 24.50 0.00 69.26 86.51 47.63 46.31 22.68 17.84 0.00 57.91 46.70 | |
| llava-v1.5-7b-mix-v0-0.2 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 | |
| llava-v1.5-7b-v21-sz-05 37.51 0.00 65.89 0.00 64.86 0.00 60.49 54 69 32.71 64.00 35.22 26.30 0.00 67.23 87.13 49.63 44.96 21.61 17.80 0.00 55.69 50.20 | |
| llava-v1.5-7b-v21-02 38.93 0.00 67.21 0.00 67.96 0.00 61.63 59 68 31.38 66.90 37.56 24.90 0.00 67.97 87.02 49.53 47.15 22.92 17.44 0.00 53.99 48.50 | |
| llava-v1.5-7b-v21-005-mc 38.82 0.00 66.46 0.00 67.70 0.00 64.11 60 63 32.71 67.80 37.78 25.70 0.00 70.25 87.05 47.84 46.29 23.06 17.76 0.00 55.69 47.70 | |
| llava-v1.5-7b-v21-05-mc 38.98 0.00 67.41 0.00 67.78 0.00 63.31 61 68 30.37 65.00 36.33 27.80 0.00 68.57 86.48 47.42 47.17 22.54 17.32 0.00 56.60 48.50 |