LoRA-GA
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
2025.10 | 89.69 | 84.98 | 61 | 86.58 | 85.32 | 86.11 | 62.29 | 61.8 | 77.22 | - | |
2025.10 | 89.69 | 85.47 | 61.72 | 86.76 | 83.35 | 87.08 | 64.08 | 62.2 | 77.54 | - | |
2025.10 | 89.2 | 85.64 | 60.13 | 85.99 | 85.24 | 86.95 | 63.14 | 61.8 | 77.26 | - | |
2025.10 | 89.2 | 86.18 | 61.82 | 86.51 | 84.53 | 86.57 | 65.61 | 62.4 | 77.85 | - | |
2025.10 | 89.14 | 86.07 | 62.33 | 86.48 | 83.35 | 86.53 | 64.68 | 62 | 77.57 | - | |
2025.10 | 88.99 | 85.09 | 60.95 | 86.09 | 82.64 | 86.62 | 62.29 | 62 | 76.83 | - | |
2025.10 | 88.87 | 86.07 | 60.64 | 86.11 | 84.53 | 87.12 | 63.91 | 62.4 | 77.46 | - | |
2025.10 | 88.56 | 86.18 | 60.29 | 86.69 | 82.4 | 87.79 | 64.08 | 62.2 | 77.27 | - | |
2025.10 | 88.29 | 82.7 | 60.54 | 83.15 | 82 | 82.79 | 57.68 | 59 | 74.52 | - | |
2025.10 | 87.92 | 83.03 | 60.13 | 83.3 | 82.87 | 83.25 | 56.83 | 58.4 | 74.34 | - | |
2025.10 | 87.8 | 82.48 | 60.08 | 83.23 | 82.56 | 82.95 | 58.11 | 58 | 74.4 | - | |
2025.10 | 87.77 | 82.43 | 60.08 | 83.43 | 82.08 | 83.54 | 58.11 | 58.6 | 74.51 | - | |
2025.10 | 87.71 | 82.97 | 59.83 | 83.38 | 81.69 | 82.83 | 55.55 | 57.6 | 73.95 | - | |
2025.10 | 87.58 | 82.26 | 60.49 | 83.52 | 81.69 | 83.75 | 58.53 | 60.2 | 74.75 | - | |
2025.10 | 87.49 | 82.54 | 59.88 | 82.56 | 79.08 | 83.59 | 58.02 | 57.4 | 73.82 | - | |
2025.10 | 87.4 | 81.66 | 59.16 | 82.45 | 79.48 | 82.91 | 57.59 | 58.4 | 73.63 | - | |
2026.04 | 84.4 | 74.8 | 50.2 | 48.1 | 74.2 | 58.2 | 47.6 | 45.4 | 60.4 | - | |
2026.04 | 83.6 | 73.2 | 49.8 | 47.8 | 74 | 54.4 | 43.6 | 43.2 | 58.7 | - | |
2026.04 | 83 | 67.6 | 51.8 | 46.8 | 70.4 | 46.7 | 43.2 | 40.4 | 56.2 | - | |
2026.03 | 82.88 | 78.67 | 51.85 | 76.3 | 74.27 | 81 | 49.79 | 45.2 | 67.49 | - | |
2026.03 | 82.77 | 79.03 | 54.48 | 77.54 | 75.81 | 82.16 | 51.37 | 49 | 69.02 | - | |
2026.03 | 82.1 | 78.35 | 53.23 | 76.63 | 74.3 | 80.52 | 50.64 | 47.7 | 67.93 | - | |
2026.03 | 81.89 | 77.15 | 48.56 | 76.12 | 69.61 | 78.87 | 50.68 | 42.2 | 65.64 | - | |
2026.04 | 81.8 | 68.2 | 52.6 | 47.3 | 70.2 | 58.9 | 42.8 | 39.2 | 57.6 | - | |
2026.04 | 81.2 | 70.3 | 48.4 | 46.5 | 71.6 | 52.8 | 43.4 | 42.4 | 57.1 | - | |
2026.04 | 80.4 | 69.1 | 50.4 | 45.9 | 70.2 | 56.1 | 43.2 | 41.8 | 57.1 | - | |
2026.03 | 80.34 | 79.54 | 50.72 | 78.37 | 73.72 | 79.76 | 49.32 | 45.2 | 67.12 | - | |
2026.03 | 80.02 | 77.4 | 51.9 | 72.3 | 72.57 | 79.55 | 47.99 | 47.9 | 66.2 | - | |
2026.03 | 76.53 | 77.15 | 48.72 | 73.54 | 70.72 | 76.64 | 43.43 | 42.1 | 63.6 | - | |
2025.06 | 76.4 | 89.7 | 82.5 | 95.5 | 89.6 | 92.9 | 84.3 | 89.2 | 87.5 | - | |
2025.06 | 76.1 | 90.3 | 81.5 | 95.7 | 89.7 | 93.4 | 83.4 | 87.2 | 87.2 | - | |
2025.06 | 75.8 | 90.8 | 80.7 | 95.6 | 89.9 | 93.4 | 83 | 89.2 | 87.3 | - | |
2025.06 | 75.7 | 88.4 | 81.4 | 96.2 | 88.2 | 92.7 | 83.2 | 88.6 | 86.8 | - | |
2025.06 | 75.7 | 84.8 | 82 | 90.6 | 86.8 | 90.1 | 77.1 | 89.2 | 84.5 | - | |
2025.06 | 75.7 | 90.5 | 83.2 | 96.5 | 89.4 | 93.6 | 83.9 | 90.2 | 87.88 | - | |
2026.03 | 75.4 | 89.7 | 81.2 | 95.4 | 87.7 | 93.3 | 82.9 | 88.3 | 86.7 | - | |
2025.06 | 75.4 | 88 | 81.8 | 96.5 | 89.3 | 93.1 | 83 | 86 | 86.64 | - | |
2025.06 | 75.1 | 89.9 | 82.4 | 96.3 | 88.8 | 92.6 | 82.8 | 89.6 | 87.2 | - | |
2025.09 | 74.89 | 92.76 | 82.62 | 95.5 | 89.24 | 97.43 | 92.19 | 91.41 | 89.5 | - | |
2025.09 | 74.86 | 92.82 | 82.75 | 95.74 | 89.15 | 97.58 | 92.24 | 91.6 | 89.59 | - | |
2025.06 | 74.8 | 85.5 | 80.9 | 89.9 | 85.7 | 88.5 | 76.3 | 86 | 83.5 | - | |
2025.06 | 74.8 | 86.2 | 80.5 | 90.5 | 87.1 | 88.6 | 75.4 | 88 | 83.9 | - | |
2025.06 | 74.8 | 84.7 | 82.2 | 94.4 | 86 | 89.2 | 76.4 | 89.6 | 84.66 | - | |
2025.06 | 74.7 | 86.9 | 81.2 | 91.5 | 87.4 | 89.8 | 78.2 | 90.2 | 84.9 | - | |
2024.05 | 74.6 | 89.3 | 79.9 | 95.5 | 85.6 | 90.5 | 80.4 | 85.8 | 85.2 | - | |
2024.08 | 74.6 | 89.3 | 79.9 | 95.5 | 85.6 | 90.5 | 80.4 | 85.8 | 85.2 | - | |
2024.08 | 74.6 | 89.8 | 81.6 | 96 | 86.9 | 92.8 | 82.1 | 86.8 | 86.3 | - | |
2025.06 | 74.6 | 89.3 | 79.9 | 95.5 | 85.6 | 90.5 | 80.4 | 85.8 | 85.2 | - | |
2026.03 | 74.6 | 89.3 | 79.9 | 95.5 | 85.6 | 90.5 | 80.4 | 85.8 | 85.2 | - | |
2025.06 | 74.6 | 87.4 | 81.2 | 94.7 | 87.1 | 89.4 | 79.5 | 86.4 | 85.04 | - | |
2024.05 | 74.5 | 88.8 | 80.3 | 95.5 | 84.7 | 90.1 | 79.1 | 87.2 | 85 | - | |
2024.08 | 74.5 | 88.8 | 80.3 | 95.5 | 84.7 | 90.1 | 79.1 | 87.2 | 85 | - | |
2025.06 | 74.5 | 88.8 | 80.3 | 95.5 | 84.7 | 90.1 | 79.1 | 87.2 | 85 | - | |
2026.03 | 74.5 | 88.8 | 80.3 | 95.5 | 84.7 | 90.1 | 79.1 | 87.2 | 85 | - | |
2025.09 | 74.47 | 87.95 | 80.67 | 94.88 | 85.72 | 89.5 | 79.69 | 85.81 | 84.84 | -0.001 | |
2024.08 | 74.4 | 89.8 | 81.1 | 96.2 | 87.8 | 92.9 | 83 | 86.8 | 86.5 | - | |
2025.09 | 74.38 | 88.24 | 80.17 | 94.85 | 85.68 | 89.69 | 79.4 | 86.1 | 84.81 | 0.04 | |
2024.05 | 74.3 | 87.5 | 80.9 | 94.5 | 86.7 | 92.1 | 81.5 | 85.8 | 85.4 | - | |
2024.05 | 74.3 | 88.1 | 81.8 | 95.1 | 87.3 | 91.1 | 81.7 | 87.2 | 85.8 | - | |
2025.09 | 74.17 | 87.48 | 79.61 | 94.78 | 85.06 | 89.09 | 79.3 | 85.19 | 84.34 | 0.6 | |
2025.06 | 73.9 | 84.8 | 81.7 | 90 | 85 | 87.9 | 76.8 | 86.8 | 83.4 | - | |
2025.06 | 73.8 | 84.2 | 81 | 94.7 | 85.2 | 88.9 | 75.6 | 84.8 | 83.53 | - | |
2026.03 | 73.6 | 89.1 | 80.8 | 94.8 | 85.7 | 93.1 | 83 | 87.6 | 86 | - | |
2024.08 | 73.5 | 89 | 81.4 | 96 | 87.6 | 92.9 | 82.4 | 87.2 | 86.3 | - | |
2025.09 | 73.39 | 89.25 | 80.69 | 95.4 | 85.35 | 90.81 | 77.76 | 86.6 | 84.9 | - | |
2025.09 | 73.34 | 86.24 | 80.31 | 93.97 | 83.57 | 88.01 | 76.53 | 83.8 | 83.22 | 1.92 | |
2025.06 | 73.3 | 85.7 | 81 | 90.2 | 86.9 | 88.6 | 77.4 | 85.2 | 83.5 | - | |
2025.06 | 73.3 | 83.7 | 81 | 94.3 | 84.6 | 88.3 | 75.8 | 84.8 | 83.22 | - | |
2026.03 | 73.1 | 85.4 | 68.5 | 78.5 | 66.1 | 89.8 | 79.9 | 74.8 | 77 | - | |
2024.08 | 73 | 83.9 | 80.2 | 93.2 | 83 | 86.5 | 74.4 | 83 | 82.2 | - | |
2024.05 | 72.9 | 87.1 | 80.6 | 92.1 | 85.1 | 87.8 | 76 | 84.3 | 83.2 | - | |
2026.04 | 72.87 | 86.28 | 82.59 | 95.21 | 86.58 | 88.59 | 76.36 | 85.2 | 84.21 | - | |
2025.05 | 72.84 | 87.98 | 77.79 | 92.82 | 79.4 | 93.14 | 83.62 | 88.2 | 84.47 | - | |
2026.04 | 72.62 | 85.03 | 81.52 | 94.81 | 85.79 | 88.29 | 75.42 | 85.4 | 83.61 | - | |
2024.08 | 72.6 | 83.8 | 80 | 93.3 | 83 | 87.1 | 73.7 | 84.8 | 82.3 | - | |
2025.06 | 72.6 | 85.2 | 82 | 94.4 | 85.7 | 87.8 | 74.5 | 85 | 83.4 | - | |
2025.06 | 72.5 | 85.3 | 79.9 | 90.1 | 82.9 | 82.7 | 69.7 | 83.6 | 80.8 | - | |
2025.06 | 72.5 | 85.3 | 80.8 | 87.2 | 86.1 | 87.1 | 74.3 | 85.6 | 82.36 | - | |
2026.04 | 72.38 | 85.96 | 81.52 | 94.86 | 86.5 | 88.88 | 74.06 | 84.4 | 83.57 | - | |
2025.05 | 72.32 | 87.32 | 76.86 | 91.07 | 81.76 | 92.46 | 82.87 | 89 | 84.19 | - | |
2026.03 | 72.3 | 87.6 | 81.5 | 94.3 | 87 | 91.5 | 79.1 | 83.8 | 84.7 | - | |
2026.04 | 72.14 | 83.4 | 80.5 | 94.17 | 85.79 | 87.24 | 73.37 | 81.2 | 82.23 | - | |
2025.06 | 72.1 | 83.5 | 80.5 | 90.5 | 83.7 | 82.8 | 68.3 | 82.4 | 80.5 | - | |
2024.08 | 72 | 83.1 | 79.9 | 89.1 | 83 | 84.5 | 71 | 81.2 | 80.5 | - | |
2025.06 | 72 | 83.1 | 79.9 | 89.1 | 83 | 84.5 | 71 | 81.2 | 80.5 | - | |
2025.06 | 72 | 83.8 | 80.8 | 93.3 | 82.8 | 86.7 | 74 | 81 | 81.8 | - | |
2026.03 | 72 | 83.1 | 79.9 | 89.1 | 83 | 84.5 | 71 | 81.2 | 80.5 | - | |
2025.05 | 71.9 | 86.96 | 76.28 | 91.55 | 78.76 | 92.8 | 83.11 | 85.4 | 83.35 | - | |
2026.04 | 71.89 | 85.03 | 80.96 | 93.91 | 85.47 | 86.78 | 73.72 | 86.4 | 83.02 | - | |
2024.08 | 71.8 | 83.7 | 76 | 89.1 | 82.6 | 83.7 | 68.2 | 82.4 | 79.7 | - | |
2025.06 | 71.8 | 83.7 | 76 | 89.1 | 82.6 | 83.7 | 68.2 | 82.4 | 79.7 | - | |
2026.03 | 71.8 | 83.7 | 76 | 89.1 | 82.6 | 83.7 | 68.2 | 82.4 | 79.7 | - | |
2025.06 | 71.8 | 85.3 | 80.9 | 93.4 | 84.5 | 90 | 77 | 84.8 | 83.46 | - | |
2024.10 | 71.71 | 82.55 | 78.88 | 91.6 | 83.01 | 83.04 | 67.33 | 81.76 | - | - | |
2024.08 | 71.7 | 83 | 80.1 | 93 | 81.2 | 86 | 72.3 | 82.2 | 81.2 | - | |
2025.05 | 71.55 | 87.95 | 77.27 | 91.8 | 79.71 | 92.67 | 82.16 | 86.4 | 83.69 | - | |
2024.10 | 71.46 | 83.32 | 79.54 | 91.86 | 83.22 | 83.65 | 67.12 | 81.54 | - | - | |
2025.05 | 71.46 | 87.59 | 76.35 | 92.11 | 78.29 | 92 | 80.63 | 85.6 | 83 | - | |
2024.10 | 71.44 | 83.52 | 79.5 | 91.84 | 83.2 | 83.39 | 67.06 | 81.73 | - | - | |
2024.10 | 71.39 | 83.33 | 78.32 | 92.4 | 83.24 | 83.34 | 66.43 | 80.99 | - | - |