Image Editing on KRIS-Bench
81.67Factual Knowledge Score
Qwen-Image-Edit + EditThinker-Expert-GPT4.1
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 81.67 | 80.91 | 73.4 | 79.34 | - | - | - | - | 83.7 | 76.08 | 0 | 81.99 | 80.53 | 71.94 | 76.07 | - | ||
2026.02 | 79.8 | 81.37 | 78.32 | 80.09 | 74.5 | 94.75 | 80.25 | 78.75 | 83.17 | 79.08 | 68.25 | 85.5 | 80.06 | 71.56 | 85.08 | - | |
2025.12 | 79.8 | 81.37 | 78.32 | 80.09 | - | - | - | - | 83.17 | 79.08 | 68.25 | 85.5 | 80.06 | 71.56 | 85.08 | - | |
| 79.33 | 75.62 | 68.86 | 74.93 | - | - | - | - | 81.03 | 74.67 | 0 | 77.6 | 74.98 | 71.38 | 65.5 | - | ||
| 77.24 | 72.02 | 65.94 | 71.91 | - | - | - | - | 78.48 | 73.83 | 0 | 76.2 | 70.69 | 65.23 | 66.89 | - | ||
| 73.73 | 70.09 | 63.6 | 69.53 | - | - | - | - | 77.82 | 65.5 | 0 | 73.44 | 69.04 | 62.29 | 65.33 | - | ||
2025.12 | 72.89 | 61.15 | 61.7 | 64.43 | - | - | - | - | 72.73 | 73.33 | 0 | 63.5 | 60.4 | 57.47 | 67.97 | - | |
2025.12 | 71.85 | 67.16 | 63.68 | 68 | - | - | - | - | 72.76 | 72.87 | 67.1 | 70.81 | 66 | 53.43 | 73.93 | - | |
2025.12 | 70.09 | 58.35 | 59.75 | 61.81 | - | - | - | - | 71.12 | 67.25 | 0 | 56.6 | 58.91 | 56.75 | 63.72 | - | |
2025.12 | 66.7 | 62.32 | 51.99 | 61.43 | - | - | - | - | 69.67 | 61.08 | 63.25 | 66.88 | 60.88 | 49.06 | 54.92 | - | |
2025.12 | 66.18 | 61.92 | 49.02 | 60.18 | - | - | - | - | 67.42 | 68.33 | 58.67 | 63.55 | 61.4 | 48.12 | 50.22 | - | |
2026.02 | 65.26 | 59.65 | 62.9 | 62.41 | 69.5 | 81.75 | 47.75 | 53 | 66.33 | 63.33 | 63.92 | 68.19 | 56.94 | 54.13 | 71.67 | - | |
2025.12 | 65.26 | 59.65 | 62.9 | 62.41 | - | - | - | - | 66.33 | 63.33 | 63.92 | 68.19 | 56.94 | 54.13 | 71.67 | - | |
2026.02 | 63.3 | 62.23 | 54.17 | 60.7 | 66.75 | 89 | 57 | 48.75 | 70.92 | 59.17 | 40.58 | 65.5 | 61.19 | 47.75 | 60.58 | - | |
2025.12 | 63.3 | 62.23 | 54.17 | 60.7 | - | - | - | - | 70.92 | 59.17 | 40.58 | 65.5 | 61.19 | 47.75 | 60.58 | - | |
| 63.22 | 57.22 | 51.26 | 57.34 | - | - | - | - | 65.55 | 56.83 | 0 | 63.35 | 55.26 | 44.38 | 60.44 | - | ||
2025.12 | 60.26 | 55.86 | 51.69 | 56.21 | - | - | - | - | 64.27 | 62.42 | 42.45 | 55.4 | 56.01 | 52.54 | 50.56 | - | |
2025.12 | 59.98 | 52.71 | 46.43 | 53.09 | - | - | - | - | 62.18 | 53.92 | 0 | 61.5 | 49.9 | 37.04 | 58.78 | - | |
2025.12 | 58.73 | 48.42 | 45.84 | 50.52 | - | - | - | - | 60.21 | 54.67 | 0 | 53.6 | 46.76 | 37.67 | 56.67 | - | |
2025.12 | 57.36 | 44.2 | 47.79 | 49.71 | - | - | - | - | 59.92 | 52.25 | 54.75 | 47.56 | 43.12 | 32.5 | 63.08 | - | |
2026.02 | 56.98 | 68.17 | 56.98 | 66.86 | 76.18 | 85.91 | 53.73 | 39.8 | 71.94 | 71.5 | 76.13 | 64.35 | 69.39 | 50.92 | 65.06 | - | |
2026.02 | 55.77 | 59.44 | 39.26 | 53.36 | 74.75 | 75 | 49.5 | 38.25 | 66.42 | 67.75 | 0 | 59.63 | 59.38 | 51.19 | 27.33 | - | |
2025.12 | 53.28 | 50.36 | 42.53 | 49.54 | - | - | - | - | 64.83 | 60.92 | 0 | 48.94 | 50.81 | 46.06 | 39 | - | |
2025.12 | 53.05 | 54.34 | 44.66 | 51.59 | - | - | - | - | 64.17 | 61.75 | 0 | 52.06 | 55.06 | 52.56 | 36.75 | - | |
2025.12 | 51.27 | 46.92 | 31.67 | 44.85 | - | - | - | - | 61.17 | 62 | 0 | 45.5 | 47.38 | 32 | 31.33 | - | |
2026.02 | 47.71 | 52.17 | 40.23 | 47.76 | 66.75 | 67 | 40.5 | 25.25 | 58.08 | 54.5 | 0 | 52.69 | 52 | 49.63 | 30.83 | - | |
2025.12 | 47.71 | 44.8 | 47.92 | 50.27 | - | - | - | - | 58.17 | 54.5 | 63 | 47.5 | 43.94 | 42 | 53.83 | - | |
2026.02 | 45.52 | 48.01 | 31.82 | 43.29 | 63 | 70.25 | 33.25 | 17.5 | 55.5 | 51.75 | 0 | 44.69 | 49.06 | 40.88 | 22.75 | - | |
2025.12 | 45.52 | 48.01 | 31.82 | 43.29 | - | - | - | - | 55.5 | 51.75 | 0 | 44.69 | 49.06 | 40.88 | 22.75 | - | |
2026.02 | 45.4 | 37.54 | 34.91 | 39.7 | 47.75 | 75.25 | 31.5 | 11.25 | 51.5 | 48.83 | 22.17 | 34.69 | 38.44 | 24.81 | 45 | - | |
2025.12 | 45.4 | 37.54 | 34.91 | 39.7 | - | - | - | - | 51.5 | 48.83 | 22.17 | 34.69 | 38.44 | 24.81 | 45 | - | |
2025.12 | 43.31 | 50.05 | 37.64 | 44.72 | - | - | - | - | 52.75 | 49.42 | 0 | 52.56 | 49.25 | 45.19 | 30.08 | - | |
2026.02 | 41.84 | 39.24 | 26.54 | 37.15 | 53.5 | 76.25 | 32 | 20.5 | 53.92 | 39.58 | 0 | 42.94 | 38.06 | 30 | 23.08 | - | |
2025.12 | 41.84 | 39.24 | 26.54 | 37.15 | - | - | - | - | 53.92 | 39.58 | 0 | 42.94 | 38.06 | 30 | 23.08 | - | |
2026.02 | 39.26 | 41.88 | 31.74 | 38.55 | 54.75 | 67.5 | 20.75 | 10.5 | 47.67 | 45.17 | 0 | 38.56 | 42.94 | 36.56 | 26.92 | - | |
2025.12 | 39.26 | 41.88 | 31.74 | 38.55 | - | - | - | - | 47.67 | 45.17 | 0 | 38.56 | 42.94 | 36.56 | 26.92 | - | |
2026.02 | 33.11 | 28.02 | 23.89 | 28.85 | 35.75 | 49.5 | 28.5 | 16.75 | 37.92 | 28.25 | 21.83 | 30.63 | 27.19 | 11.94 | 35.83 | - | |
2025.12 | 33.11 | 28.02 | 23.89 | 28.85 | - | - | - | - | 37.92 | 28.25 | 21.83 | 30.63 | 27.19 | 11.94 | 35.83 | - | |
2026.02 | 23.33 | 25.59 | 17.28 | 22.82 | 17.5 | 55.5 | 18 | 10.25 | 30.33 | 21.33 | 0 | 22.56 | 26.56 | 19.81 | 14.75 | - | |
2025.12 | 23.33 | 25.59 | 17.28 | 22.82 | - | - | - | - | 30.33 | 21.33 | 0 | 22.56 | 26.56 | 19.81 | 14.75 | - | |
2025.11 | 0.8116 | 0.7824 | 0.7709 | 0.79 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.798 | 0.8137 | 0.7832 | 0.8009 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.781 | 0.7686 | 0.7693 | 0.7731 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.7703 | 0.7829 | 0.7593 | 0.7729 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.6618 | 0.6192 | 0.4902 | 0.6018 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.6526 | 0.5965 | 0.629 | 0.6241 | - | - | - | - | - | - | - | - | - | - | - | - | |
| 0.6392 | 0.6485 | 0.5241 | 0.6157 | - | - | - | - | - | - | - | - | - | - | - | - | ||
2025.11 | 0.633 | 0.6223 | 0.5417 | 0.607 | - | - | - | - | - | - | - | - | - | - | - | - | |
| 0.6244 | 0.6572 | 0.5042 | 0.6093 | - | - | - | - | - | - | - | - | - | - | - | - | ||
2025.11 | 0.6244 | 0.6449 | 0.5202 | 0.6081 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.6229 | 0.6222 | 0.4453 | 0.5805 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.6172 | 0.5638 | 0.4669 | 0.5598 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.6147 | 0.5679 | 0.4707 | 0.5615 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.6026 | 0.5586 | 0.5169 | 0.5621 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.5979 | 0.6276 | 0.4978 | 0.5864 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.5823 | 0.6055 | 0.4621 | 0.5633 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.5736 | 0.442 | 0.4779 | 0.4971 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.555 | 0.5139 | 0.4376 | 0.5104 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.5328 | 0.5036 | 0.4253 | 0.4954 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.5305 | 0.5434 | 0.4466 | 0.5159 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.4771 | 0.448 | 0.4792 | 0.5027 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.4699 | 0.4273 | 0.2776 | 0.407 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.4352 | 0.4471 | 0.3608 | 0.4225 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.4331 | 0.5005 | 0.3764 | 0.4472 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 0.3311 | 0.2802 | 0.2389 | 0.2885 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | - | - | - | - | 15.75 | 50 | 14.25 | 10.25 | - | - | - | - | - | - | - | 22.56 | |
2025.12 | - | - | - | - | 54 | 70 | 27.25 | 20.5 | - | - | - | - | - | - | - | 42.94 | |
2025.12 | - | - | - | - | 62 | 66.75 | 15 | 10.5 | - | - | - | - | - | - | - | 38.36 | |
2025.12 | - | - | - | - | 78.5 | 77.75 | 28.75 | 22.75 | - | - | - | - | - | - | - | 51.94 | |
2025.12 | - | - | - | - | 75.4 | 87.6 | 20.45 | 16.32 | - | - | - | - | - | - | - | 50.46 | |
2025.12 | - | - | - | - | 72.2 | 86 | 55.94 | 50.82 | - | - | - | - | - | - | - | 66.4 | |
2025.12 | - | - | - | - | 79.2 | 89.14 | 73.17 | 70.53 | - | - | - | - | - | - | - | 77.99 | |
2025.12 | - | - | - | - | 80.6 | 92.4 | 70.25 | 66.74 | - | - | - | - | - | - | - | 77.64 | |
2025.12 | - | - | - | - | 31 | 84 | 5.5 | 3.5 | - | - | - | - | - | - | - | 31 | |
2025.12 | - | - | - | - | 62.5 | 88.75 | 11.25 | 8.25 | - | - | - | - | - | - | - | 42.69 | |
2025.12 | - | - | - | - | 68.25 | 84.5 | 12 | 11 | - | - | - | - | - | - | - | 43.94 | |
2025.12 | - | - | - | - | 78.75 | 81.25 | 20 | 14 | - | - | - | - | - | - | - | 48.5 | |
2025.12 | - | - | - | - | 39.67 | 78.9 | 11.9 | 5.17 | - | - | - | - | - | - | - | 33.9 | |
2025.12 | - | - | - | - | 74 | 85.67 | 29.66 | 22.41 | - | - | - | - | - | - | - | 53.39 | |
2025.12 | - | - | - | - | 71.33 | 88.37 | 35.03 | 27.55 | - | - | - | - | - | - | - | 55.48 | |
2025.12 | - | - | - | - | 71.5 | 91.72 | 40.14 | 33.33 | - | - | - | - | - | - | - | 59.29 |