RoBERTa-Large + MUPPET
| Method | Links | |||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2021.01 | 97.4 | 90.8 | - | 94.9 | 92.2 | - | 92.8 | 91.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.06 | 97 | 90.7 | 91.9 | 95 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 96.9 | 89.9 | - | 94.6 | 92.7 | - | 92.4 | 92.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 96.9 | 90.9 | - | 95 | 92.4 | - | 88 | 90.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.06 | 96.8 | 90.1 | 91 | 94.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 96.7 | 88.1 | - | 93.3 | 91.9 | - | 87.8 | 91.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 96.6 | 89.9 | - | 94.9 | 92.5 | - | 87 | 90.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.06 | 96.4 | 90.2 | 90.9 | 94.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 96.4 | 90.2 | - | 94.7 | 92.2 | - | 88.1 | 90.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 96.1 | - | 90.2 | 94.8 | - | - | 83.8 | - | - | 91.9 | - | 68.3 | - | - | 90.2 | - | - | - | - | - | 92.1 | 88.4 | - | - | - | - | - | - | - | |
2023.05 | 96 | - | 89.2 | 94.6 | - | - | 85.2 | - | - | 91.6 | - | 66.8 | - | - | 90.6 | - | - | - | - | - | 91.5 | 88.2 | - | - | - | - | - | - | - | |
2023.05 | 96 | - | 90.8 | 93.5 | - | - | 75.8 | - | - | 84.5 | - | 60.6 | - | - | 88.2 | - | - | - | - | - | 88.6 | 84.8 | - | - | - | - | - | - | - | |
2023.05 | 95.9 | - | 90.4 | 94.5 | - | - | 85.2 | - | - | 90.6 | - | 66.3 | - | - | 90.6 | - | - | - | - | - | 91.6 | 88.1 | - | - | - | - | - | - | - | |
2023.05 | 95.8 | - | 90.7 | 94.1 | - | - | 85.9 | - | - | 90.8 | - | 66.8 | - | - | 90.3 | - | - | - | - | - | 91.8 | 88.3 | - | - | - | - | - | - | - | |
2024.10 | 95.64 | - | - | 92.04 | - | - | - | - | - | 85.85 | - | - | - | - | 86.16 | - | - | - | - | - | - | 89.92 | - | - | - | - | - | - | - | |
2024.10 | 95.64 | - | - | 94.05 | - | - | - | - | - | 88.99 | - | - | - | - | 88.27 | - | - | - | - | - | - | 91.74 | - | - | - | - | - | - | - | |
2024.10 | 95.64 | - | - | 92.6 | - | - | - | - | - | 87.76 | - | - | - | - | 88.11 | - | - | - | - | - | - | 91.03 | - | - | - | - | - | - | - | |
2023.05 | 95.6 | - | 88.2 | 93.9 | - | - | 81.9 | - | - | 88.1 | - | 65 | - | - | 89.2 | - | - | - | - | - | 91.4 | 86.7 | - | - | - | - | - | - | - | |
2024.10 | 95.6 | - | - | 91.62 | - | - | - | - | - | 85.66 | - | - | - | - | 86.16 | - | - | - | - | - | - | 89.76 | - | - | - | - | - | - | - | |
2023.05 | 95.5 | - | 85.3 | 93.5 | - | - | 74 | - | - | 87.7 | - | 62.1 | - | - | 88.8 | - | - | - | - | - | 90.3 | 84.6 | - | - | - | - | - | - | - | |
2024.06 | 95.5 | - | 90.4 | 94.2 | - | - | - | - | - | - | - | 70.6 | - | - | 90.5 | - | - | - | - | - | 91.6 | - | - | - | - | - | - | - | - | |
2023.12 | 95.41 | 87.88 | 93.17 | 92.82 | - | - | 80.51 | - | - | 88.91 | 87.4 | 63.06 | - | - | - | - | - | - | - | - | 90.34 | 86.61 | - | - | - | - | - | - | - | |
2023.12 | 95.41 | 87.99 | 93.52 | 92.97 | - | - | 80.14 | - | - | 89.09 | 87.54 | 64.11 | - | - | - | - | - | - | - | - | 90.35 | 86.79 | - | - | - | - | - | - | - | |
2023.05 | 95.3 | - | 89.7 | 93.8 | - | - | 84.8 | - | - | 90.3 | - | 65.1 | - | - | 90.7 | - | - | - | - | - | 91.7 | 87.7 | - | - | - | - | - | - | - | |
2023.05 | 95.3 | - | 89.7 | 93.8 | - | - | 84.8 | - | - | 90.3 | - | 65.1 | - | - | 90.6 | - | - | - | - | - | 91.7 | 87.7 | - | - | - | - | - | - | - | |
2024.06 | 95.2 | - | 90.6 | 93.9 | - | - | - | - | - | - | - | 69.9 | - | - | 90.5 | - | - | - | - | - | 91.4 | - | - | - | - | - | - | - | - | |
2021.01 | 95 | 88.8 | - | 93.2 | 91.5 | - | 82.7 | 89.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 95 | 72 | 76 | 80 | - | - | 63 | - | - | 83 | 73 | 69 | - | - | - | - | - | - | - | - | 79 | 76.7 | - | - | - | - | - | - | - | |
2021.05 | 95 | 88 | 86 | 92 | - | - | 66 | - | - | 88 | 88 | 71 | - | - | - | - | - | - | - | - | 88 | 84.7 | - | - | - | - | - | - | - | |
2026.01 | 95 | 88.9 | 89.5 | 93.8 | - | - | - | - | - | 92.3 | 89 | - | - | - | - | - | - | - | - | - | 91.2 | 91.8 | - | - | - | - | - | - | - | |
2024.10 | 94.91 | - | - | 90.11 | - | - | - | - | - | 84.06 | - | - | - | - | 85.48 | - | - | - | - | - | - | 88.64 | - | - | - | - | - | - | - | |
2024.06 | 94.9 | - | 90.3 | 93.6 | - | - | - | - | - | - | - | 67.3 | - | - | 90.2 | - | - | - | - | - | 89.9 | - | - | - | - | - | - | - | - | |
2023.12 | 94.84 | 87.94 | 92.28 | 92.57 | - | - | 78.7 | - | - | 88.86 | 87.3 | 60.34 | - | - | - | - | - | - | - | - | 89.99 | 85.87 | - | - | - | - | - | - | - | |
2024.10 | 94.84 | - | - | 90.77 | - | - | - | - | - | 85.13 | - | - | - | - | 85.1 | - | - | - | - | - | - | 88.96 | - | - | - | - | - | - | - | |
2021.01 | 94.8 | 87.6 | - | 92.8 | 91.9 | - | 78.7 | 90.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 94.75 | - | 84.56 | 93.19 | - | - | - | - | - | - | - | 80.7 | - | - | 86.33 | - | - | - | - | - | - | 87.91 | - | - | - | - | - | - | - | |
2025.12 | 94.72 | - | 86.76 | 92.53 | - | - | 77.61 | - | - | - | - | 59.56 | - | - | - | - | - | - | - | - | 90.81 | 83.67 | - | - | - | - | - | - | - | |
2024.02 | 94.6 | - | 90.2 | 93 | - | - | 71.9 | - | - | 91.6 | - | 61.8 | - | - | 86.8 | - | - | - | - | - | 89.7 | 84.9 | - | - | - | - | - | - | - | |
2024.05 | 94.57 | - | 91.3 | 92.33 | - | - | 79.42 | - | - | 92.28 | - | 62.24 | - | - | 87.18 | - | - | - | - | - | 90.92 | 86.28 | - | - | - | - | - | - | 4.64 | |
2024.10 | 94.4 | - | 89.8 | 86 | - | - | - | - | - | 86.5 | - | - | - | - | 84.7 | - | - | - | - | - | - | 88.3 | - | - | - | - | - | - | - | |
2024.05 | 94.38 | - | 91.26 | 92.09 | - | - | 77.98 | - | - | 89.91 | - | 64.56 | - | - | 86.29 | - | - | - | - | - | 90.81 | 85.91 | - | - | - | - | - | - | 2.23 | |
2024.10 | 94.38 | - | - | 93.01 | - | - | - | - | - | 88.3 | - | - | - | - | 87.2 | - | - | - | - | - | - | 90.72 | - | - | - | - | - | - | - | |
2021.01 | 94.3 | 87.1 | - | 92.9 | 91.9 | 89.2 | 83.4 | 91 | 87.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.10 | 94.27 | - | - | 86.91 | - | - | - | - | - | 81.22 | - | - | - | - | 82.07 | - | - | - | - | - | - | 86.12 | - | - | - | - | - | - | - | |
2025.12 | 94.26 | - | 86.52 | 92.98 | - | - | 75.81 | - | - | - | - | 62.06 | - | - | - | - | - | - | - | - | 90.39 | 83.67 | - | - | - | - | - | - | - | |
2021.06 | 94.2 | 86.4 | 91.3 | 93.4 | - | - | 71.5 | - | - | 86.6 | 86.9 | 63.5 | - | - | - | 84.6 | - | - | - | - | 89.5 | - | - | - | - | - | - | - | - | |
2023.05 | 94.2 | - | 70.6 | 88.9 | - | - | 56 | - | - | 83.8 | - | 40.2 | - | - | 84.1 | - | - | - | - | - | 76.8 | 74.3 | - | - | - | - | - | - | - | |
2024.02 | 94.2 | - | 86.8 | 93 | - | - | 67.6 | - | - | 90.1 | - | 58.2 | - | - | 85.3 | - | - | - | - | - | 90.9 | 83.3 | - | - | - | - | - | - | - | |
2024.07 | 94.19 | - | 52.86 | 93.12 | - | - | - | - | - | - | - | 72.32 | - | - | 85.73 | - | - | - | - | - | - | 79.64 | - | - | - | - | - | - | - | |
2023.12 | 94.15 | 85.12 | 90.6 | 91.95 | - | - | 68.95 | - | - | 88.46 | 85.06 | 59.56 | - | - | - | - | - | - | - | - | 88.33 | 83.58 | - | - | - | - | - | - | - | |
2024.10 | 94.15 | - | - | 91.38 | - | - | - | - | - | 86.25 | - | - | - | - | 86.53 | - | - | - | - | - | - | 89.58 | - | - | - | - | - | - | - | |
2025.12 | 94.15 | - | 87.25 | 92.71 | - | - | 77.62 | - | - | - | - | 61.82 | - | - | - | - | - | - | - | - | 90.48 | 84.01 | - | - | - | - | - | - | - | |
2024.07 | 94.11 | - | 85.29 | 93.18 | - | - | - | - | - | - | - | 80.57 | - | - | 85.7 | - | - | - | - | - | - | 87.77 | - | - | - | - | - | - | - | |
2021.06 | 94.1 | 86.5 | 91.9 | 93.5 | - | - | 71.8 | - | - | 87.6 | 87.1 | 62.8 | - | - | - | 84.8 | - | - | - | - | 89.8 | - | - | - | - | - | - | - | - | |
2024.07 | 94.07 | - | 76.31 | 93.15 | - | - | - | - | - | - | - | 74.27 | - | - | 85.75 | - | - | - | - | - | - | 84.71 | - | - | - | - | - | - | - | |
2024.07 | 94.04 | - | 68.38 | 92.96 | - | - | - | - | - | - | - | 69.35 | - | - | 85.3 | - | - | - | - | - | - | 82.08 | - | - | - | - | - | - | - | |
2024.07 | 94.04 | - | 68.08 | 93.04 | - | - | - | - | - | - | - | 72.04 | - | - | 85.67 | - | - | - | - | - | - | 82.57 | - | - | - | - | - | - | - | |
2024.05 | 94.04 | - | 92.25 | 92.24 | - | - | 79.42 | - | - | 91.06 | - | 60.35 | - | - | 87 | - | - | - | - | - | 90.73 | 85.89 | - | - | - | - | - | - | 4.04 | |
2021.06 | 94.03 | - | - | 93.02 | 90.28 | 87.2 | 75.36 | 89.66 | 92.63 | - | - | 63.73 | 90 | 89.66 | 85.74 | 86.48 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 94 | 74 | 83 | 80 | - | - | 69 | - | - | 84 | 75 | 67 | - | - | - | - | - | - | - | - | 67 | 77 | - | - | - | - | - | - | - | |
2021.05 | 94 | 78 | 79 | 88 | - | - | 60 | - | - | 85 | 79 | 76 | - | - | - | - | - | - | - | - | 86 | 80.6 | - | - | - | - | - | - | - | |
2021.05 | 94 | 78 | 88 | 85 | - | - | 69 | - | - | 85 | 76 | 78 | - | - | - | - | - | - | - | - | 84 | 81.9 | - | - | - | - | - | - | - | |
2024.10 | 94 | - | 88.5 | 85.9 | - | - | - | - | - | 87 | - | - | - | - | 84.9 | - | - | - | - | - | - | 88.1 | - | - | - | - | - | - | - | |
2023.12 | 93.92 | 85.11 | 89.88 | 91.84 | - | - | 69.31 | - | - | 88.51 | 84.5 | 59.89 | - | - | - | - | - | - | - | - | 88.36 | 83.48 | - | - | - | - | - | - | - | |
2024.10 | 93.92 | - | - | 89.58 | - | - | - | - | - | 80.51 | - | - | - | - | 82.62 | - | - | - | - | - | - | 86.66 | - | - | - | - | - | - | - | |
2024.07 | 93.85 | - | 74.43 | 93.14 | - | - | - | - | - | - | - | 77.53 | - | - | 85.81 | - | - | - | - | - | - | 84.95 | - | - | - | - | - | - | - | |
2023.12 | 93.81 | 84.96 | 88.7 | 91.63 | - | - | 66.06 | - | - | 88.32 | 84.15 | 56.79 | - | - | - | - | - | - | - | - | 88.16 | 82.51 | - | - | - | - | - | - | - | |
2021.06 | 93.8 | - | - | 92.79 | 90.13 | 87.18 | 78.26 | 90.64 | 93.33 | - | - | 61.32 | 89.55 | 89.03 | 86.33 | 86.58 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 93.8 | - | 85.3 | 93.2 | - | - | 71.9 | - | - | 90.2 | - | 64 | - | - | 86.5 | - | - | - | - | - | 90.7 | 84.5 | - | - | - | - | - | - | - | |
2024.10 | 93.8 | - | 88.9 | 88.9 | - | - | - | - | - | 86.2 | - | - | - | - | 84.2 | - | - | - | - | - | - | 88.4 | - | - | - | - | - | - | - | |
2024.10 | 93.7 | - | 88.1 | 84.6 | - | - | - | - | - | 81.8 | - | - | - | - | 80.4 | - | - | - | - | - | - | 85.7 | - | - | - | - | - | - | - | |
2023.03 | 93.69 | 85.24 | 91.78 | 91.95 | - | - | 70.04 | - | - | 88.36 | 85.19 | 62.08 | - | - | - | - | - | - | - | - | 89.59 | 84.21 | - | - | - | - | - | - | - | |
2023.03 | 93.69 | 84.56 | 92.09 | 90.9 | - | - | 76.53 | - | - | 87.23 | 84.37 | 57.35 | - | - | - | - | - | - | - | - | 90.54 | 83.74 | - | - | - | - | - | - | - | |
2024.07 | 93.69 | - | 68.14 | 91.66 | - | - | - | - | - | - | - | 69.16 | - | - | 85.45 | - | - | - | - | - | - | 81.62 | - | - | - | - | - | - | - | |
2024.02 | 93.6 | - | 86.3 | 93.2 | - | - | 71.2 | - | - | 90.2 | - | 62.7 | - | - | 86.3 | - | - | - | - | - | 91.4 | 84.4 | - | - | - | - | - | - | - | |
2021.06 | 93.46 | - | - | 92.26 | 90.94 | 88.01 | 68.84 | 88.18 | 91.55 | - | - | 59.49 | 87.44 | 87.18 | 86.38 | 84.88 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 93.4 | 85.5 | 90.7 | 91.7 | - | - | 71.9 | - | - | 87.5 | 85.7 | 62.2 | - | - | - | 84.1 | - | - | - | - | 90 | - | - | - | - | - | - | - | - | |
2023.03 | 93.23 | 84.87 | 89.97 | 91.78 | - | - | 70.76 | - | - | 88.3 | 84.67 | 59.57 | - | - | - | - | - | - | - | - | 88.93 | 83.54 | - | - | - | - | - | - | - | |
2023.03 | 93.23 | 84.69 | 92.89 | 92.28 | - | - | 79.06 | - | - | 87.67 | 84.95 | 58.76 | - | - | - | - | - | - | - | - | 90.72 | 84.92 | - | - | - | - | - | - | - | |
2023.12 | 93.23 | 85.29 | 92.47 | 92.17 | - | - | 78.7 | - | - | 87.79 | 84.92 | 60.21 | - | - | - | - | - | - | - | - | 90.63 | 85.05 | - | - | - | - | - | - | - | |
2019.09 | 93.2 | 84.1 | 86.1 | 89.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 93.2 | - | - | 89.5 | - | - | - | - | - | - | - | - | - | - | 84.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 93.2 | 84.4 | 91.7 | 91.4 | - | - | 73.2 | - | - | 85.4 | 84.8 | 63.6 | - | - | - | 84.2 | - | - | - | - | 90.3 | - | - | - | - | - | - | - | - | |
2023.03 | 93.12 | 84.87 | 89.49 | 91.78 | - | - | 70.76 | - | - | 88.3 | 84.66 | 58.83 | - | - | - | - | - | - | - | - | 88.66 | 83.39 | - | - | - | - | - | - | - | |
2023.08 | 93.1 | - | 85.6 | 91.5 | - | - | 70.4 | - | - | 91.2 | - | - | - | - | 84.8 | - | - | - | - | - | 89.1 | 86.76 | - | - | - | - | - | - | - | |
2021.06 | 93 | - | - | 93.17 | 90.47 | 87.26 | 70.29 | 90.15 | 92.91 | - | - | 61.53 | 89.86 | 89.44 | 86.09 | 85.83 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 93 | - | - | 91.8 | - | - | - | - | - | - | - | - | - | - | 85.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 93 | 84 | 83 | 91 | - | - | 69 | - | - | 87 | 81 | 73 | - | - | - | - | - | - | - | - | 89 | 83.3 | - | - | - | - | - | - | - | |
2024.02 | 93 | - | 91.7 | 91.2 | - | - | 72.7 | - | - | 89.2 | - | 61.1 | - | - | 85.9 | - | - | - | - | - | 88.2 | 84.1 | - | - | - | - | - | - | - | |
2023.12 | 93 | 85.06 | 92.83 | 92.28 | - | - | 78.7 | - | - | 87.78 | 84.57 | 57.45 | - | - | - | - | - | - | - | - | 90.55 | 84.69 | - | - | - | - | - | - | - | |
2024.10 | 93 | - | 88 | 89.4 | - | - | - | - | - | 85.4 | - | - | - | - | 82.7 | - | - | - | - | - | - | 87.7 | - | - | - | - | - | - | - | |
2023.03 | 92.89 | 84.65 | 88.96 | 91.51 | - | - | 68.59 | - | - | 88.24 | 84.61 | 55.28 | - | - | - | - | - | - | - | - | 88.61 | 82.59 | - | - | - | - | - | - | - | |
2023.03 | 92.89 | 84.65 | 88.96 | 91.51 | - | - | 68.59 | - | - | 88.24 | 84.61 | 55.28 | - | - | - | - | - | - | - | - | 88.61 | 82.59 | - | - | - | - | - | - | - | |
2023.03 | 92.89 | 84.33 | 92.86 | 91.76 | - | - | 79.06 | - | - | 87.45 | 84.62 | 58.51 | - | - | - | - | - | - | - | - | 90.56 | 84.67 | - | - | - | - | - | - | - | |
2024.05 | 92.89 | - | 91.07 | 92.18 | - | - | 78.7 | - | - | 91.29 | - | 61.38 | - | - | 86.82 | - | - | - | - | - | 90.57 | 85.61 | - | - | - | - | - | - | 2.71 | |
2026.01 | 92.87 | 84.31 | 86.47 | 90.57 | - | - | - | - | - | 90.6 | 84.47 | - | - | - | - | - | - | - | - | - | 87.56 | 88.12 | - | - | - | - | - | - | - | |
2024.10 | 92.8 | - | 88.6 | 80.5 | - | - | - | - | - | 84 | - | - | - | - | 80.7 | - | - | - | - | - | - | 85.3 | - | - | - | - | - | - | - | |
2019.09 | 92.7 | 81.6 | 82.4 | 85.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 92.6 | - | - | 89.7 | - | - | - | - | - | - | - | - | - | - | 83.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.01 | 92.6 | 84 | 90.2 | 91 | - | - | 69.5 | - | - | 87.6 | 84.2 | 60.3 | - | - | - | - | - | - | - | - | 88.8 | 80 | - | - | - | - | - | 51.8 | - |