Science Question Answering on ScienceQA (test)
97.7Average Accuracy
PVC InternVL2 (Ours)
Updated 2d ago
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2024.12 | 97.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.12 | 97.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.12 | 96 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.06 | 95.02 | - | - | - | - | - | - | - | - | - | - | - | 8.04 | 9.13 | 8.12 | 7.17 | 7.71 | 8.88 | |
2024.12 | 94.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.06 | 94.53 | - | - | - | - | - | - | - | - | - | - | - | 8.04 | 9.08 | 8.11 | 7.2 | 7.69 | 8.87 | |
2023.12 | 94.39 | 95.2 | 96.29 | 91.18 | 94.48 | 93.75 | 93.17 | 95.04 | 93.21 | - | - | - | - | - | - | - | - | - | |
2024.09 | 94.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.12 | 94 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.06 | 93.63 | 95.74 | 90.33 | 92 | 95.5 | 92.41 | 93.31 | 93.98 | 93.01 | - | - | - | - | - | - | - | - | - | |
2023.12 | 93.19 | 93.12 | 96.63 | 90.55 | 92.52 | 91.77 | 92.26 | 93.72 | 92.22 | - | - | - | - | - | - | - | - | - | |
2024.06 | 92.78 | 94.93 | 90.1 | 90.55 | 94.53 | 92.12 | 92.2 | 93.83 | 90.9 | - | - | - | - | - | - | - | - | - | |
2023.12 | 92.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.04 | 92.53 | 91.56 | 96.74 | 91.09 | 90.62 | 88.99 | 93.52 | 92.73 | 92.16 | - | - | - | - | - | - | - | - | - | |
2023.12 | 92.53 | 91.56 | 96.74 | 91.09 | 90.62 | 88.99 | 93.52 | 92.73 | 92.16 | - | - | - | - | - | - | - | - | - | |
2024.01 | 92.03 | - | - | - | 93.84 | 89.94 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 91.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 91.68 | 95.91 | 82 | 90.82 | 95.26 | 88.8 | 92.89 | 92.44 | 90.31 | - | - | - | - | - | - | - | - | - | |
2023.04 | 91.68 | 95.91 | 82 | 90.82 | 95.26 | 88.8 | 92.89 | 92.44 | 90.31 | - | - | - | - | - | - | - | - | - | |
2023.04 | 91.68 | 95.91 | 82 | 90.82 | 95.26 | 88.8 | 92.89 | 92.44 | 90.31 | - | - | - | - | - | - | - | - | - | |
2023.12 | 91.68 | 95.91 | 82 | 90.82 | 95.26 | 88.8 | 92.89 | 92.44 | 90.31 | - | - | - | - | - | - | - | - | - | |
2024.06 | 91.68 | 95.91 | 82 | 90.82 | 95.26 | 88.8 | 92.89 | 92.44 | 90.31 | - | - | - | - | - | - | - | - | - | |
2024.01 | 91.68 | - | - | - | 95.26 | 88.8 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.01 | 91.32 | - | - | - | 93.21 | 89.24 | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.04 | 90.97 | 90.36 | 95.5 | 88.55 | 89.05 | 87.8 | 91.08 | 92.22 | 88.73 | - | - | - | - | - | - | - | - | - | |
2023.05 | 90.92 | 90.36 | 95.95 | 88 | 89.49 | 88 | 90.66 | 90.93 | 90.9 | - | - | - | - | - | - | - | - | - | |
2023.04 | 90.92 | 90.36 | 95.95 | 88 | 89.49 | 88 | 90.66 | 90.93 | 90.9 | - | - | - | - | - | - | - | - | - | |
2023.12 | 90.92 | 90.36 | 95.95 | 88 | 89.49 | 88 | 90.66 | 90.93 | 90.9 | - | - | - | - | - | - | - | - | - | |
2023.11 | 90.92 | 90.36 | 95.95 | 88 | 89.49 | 88 | 90.66 | 90.93 | 90.9 | - | - | - | - | - | - | - | - | - | |
2023.02 | 90.92 | 90.36 | 95.95 | 88 | 89.49 | 88 | 90.66 | 90.93 | 90.9 | - | - | - | - | - | - | - | - | - | |
2024.06 | 90.92 | 90.36 | 95.95 | 88 | 89.49 | 88 | 90.66 | 90.93 | 90.9 | - | - | - | - | - | - | - | - | - | |
2024.01 | 90.9 | - | - | - | 89.49 | 88 | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 90.83 | 89.88 | 94.49 | 89.82 | 88.95 | 87.61 | 91.85 | 91.45 | 89.72 | - | - | - | - | - | - | - | - | - | |
2024.09 | 90.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 90.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 90.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 90.5 | 90.32 | 94.38 | 87.73 | 89.44 | 87.65 | 90.31 | 91.19 | 89.26 | - | - | - | - | - | - | - | - | - | |
2023.02 | 90.45 | 91.03 | 93.7 | 86.64 | 90.13 | 88.25 | 89.48 | 91.12 | 89.26 | - | - | - | - | - | - | - | - | - | |
2025.06 | 90.05 | - | - | - | - | - | - | - | - | - | - | - | 7.85 | 8.88 | 7.98 | 7.06 | 7.52 | 8.62 | |
2025.06 | 90.05 | - | - | - | - | - | - | - | - | - | - | - | 6.9 | 8.39 | 7.13 | 6.2 | 6.03 | 7.42 | |
2024.06 | 90.03 | 89.88 | 94.49 | 89.82 | 88.95 | 87.61 | 91.85 | 91.45 | 89.72 | - | - | - | - | - | - | - | - | - | |
2025.03 | 89.91 | 89.39 | 96.06 | 85.64 | 88.71 | 87.65 | 88.5 | 90.93 | 87.8 | - | - | - | - | - | - | - | - | - | |
2024.09 | 89.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 89.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 89.46 | 89.39 | 93.36 | 86.45 | 88.51 | 86.47 | 89.34 | 89.98 | 88.53 | - | - | - | - | - | - | - | - | - | |
2023.05 | 89.41 | 89.25 | 94.94 | 85.24 | 88.51 | 87.46 | 88.08 | 90.16 | 88.07 | - | - | - | - | - | - | - | - | - | |
2024.06 | 89.41 | 89.25 | 94.94 | 85.24 | 88.51 | 87.46 | 88.08 | 90.16 | 88.07 | - | - | - | - | - | - | - | - | - | |
2024.01 | 89.28 | - | - | - | 90.96 | 87.32 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 88.99 | 88.28 | 95.16 | 85.45 | 87.39 | 86.71 | 88.01 | 89.54 | 88 | - | - | - | - | - | - | - | - | - | |
2023.11 | 88.78 | 88.5 | 93.03 | 85.91 | 88.51 | 85.97 | 88.15 | 88.88 | 88.6 | - | - | - | - | - | - | - | - | - | |
2025.03 | 88.73 | 89.17 | 91.34 | 85.37 | 88.27 | 85.57 | 88.57 | 89.39 | 87.54 | - | - | - | - | - | - | - | - | - | |
2024.06 | 88.47 | 90.67 | 85.38 | 86.45 | 90.96 | 87.46 | 87.39 | 90.27 | 85.23 | - | - | - | - | - | - | - | - | - | |
2023.05 | 88.4 | 90.23 | 84.97 | 87.48 | 89.6 | 87.5 | 88.1 | 91.59 | 82.42 | - | - | - | - | - | - | - | - | - | |
2023.04 | 88.4 | 90.23 | 84.97 | 87.48 | 89.6 | 87.5 | 88.1 | 91.59 | 82.42 | - | - | - | - | - | - | - | - | - | |
2023.04 | 88.4 | 90.23 | 84.97 | 87.48 | 89.6 | 87.5 | 88.1 | 91.59 | 82.42 | - | - | - | - | - | - | - | - | - | |
2023.12 | 88.4 | 90.23 | 84.97 | 87.48 | 89.6 | 87.5 | 88.1 | 91.59 | 82.42 | - | - | - | - | - | - | - | - | - | |
2023.11 | 88.4 | 90.23 | 84.97 | 87.48 | 89.6 | 87.5 | 88.1 | 91.59 | 82.42 | - | - | - | - | - | - | - | - | - | |
2023.02 | 88.4 | 90.23 | 84.97 | 87.48 | 89.6 | 87.5 | 88.1 | 91.59 | 82.42 | - | - | - | - | - | - | - | - | - | |
2024.06 | 88.4 | 90.23 | 84.97 | 87.48 | 89.6 | 87.5 | 88.1 | 91.59 | 82.42 | - | - | - | - | - | - | - | - | - | |
2024.01 | 88.4 | - | - | - | 89.6 | 87.5 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 88.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 87.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.04 | 86.54 | 89.83 | 74.13 | 89.82 | 88.27 | 77.64 | 92.13 | 88.03 | 83.72 | - | - | - | - | - | - | - | - | - | |
2023.02 | 86.54 | 89.83 | 74.13 | 89.82 | 88.27 | 77.64 | 92.13 | 88.03 | 83.72 | - | - | - | - | - | - | - | - | - | |
2023.11 | 86.11 | 84.5 | 94.15 | 82.91 | 88.35 | 83.64 | 88.74 | 85.05 | 85.6 | - | - | - | - | - | - | - | - | - | |
2024.09 | 85.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 85.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 85.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.02 | 85.31 | 84.06 | 92.35 | 82.18 | 82.75 | 82.75 | 84.74 | 85.79 | 84.44 | - | - | - | - | - | - | - | - | - | |
2023.05 | 85.19 | 84.37 | 88.3 | 84.36 | 83.72 | 80.32 | 86.9 | 85.83 | 84.05 | - | - | - | - | - | - | - | - | - | |
2023.04 | 85.19 | 84.37 | 88.3 | 84.36 | 85.72 | 80.32 | 86.9 | 85.83 | 84.05 | - | - | - | - | - | - | - | - | - | |
2023.04 | 85.19 | 84.37 | 88.3 | 84.36 | 83.72 | 80.32 | 86.9 | 85.83 | 84.05 | - | - | - | - | - | - | - | - | - | |
2023.12 | 85.19 | 84.37 | 88.3 | 84.36 | 83.72 | 80.32 | 86.9 | 85.83 | 84.05 | - | - | - | - | - | - | - | - | - | |
2023.11 | 85.19 | 84.37 | 88.3 | 84.36 | 83.72 | 80.32 | 86.9 | 85.83 | 84.05 | - | - | - | - | - | - | - | - | - | |
2023.02 | 85.19 | 84.37 | 88.3 | 84.36 | 83.72 | 80.32 | 86.9 | 85.83 | 84.05 | - | - | - | - | - | - | - | - | - | |
2024.06 | 85.19 | 84.37 | 88.3 | 84.36 | 83.72 | 80.32 | 86.9 | 85.83 | 84.05 | - | - | - | - | - | - | - | - | - | |
2024.01 | 85.19 | - | - | - | 83.72 | 80.32 | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 84.91 | 87.52 | 77.17 | 85.82 | 87.88 | 82.9 | 86.83 | 84.65 | 85.37 | - | - | - | - | - | - | - | - | - | |
2023.04 | 84.91 | 87.52 | 77.17 | 85.82 | 87.88 | 82.9 | 86.83 | 84.65 | 85.37 | - | - | - | - | - | - | - | - | - | |
2023.04 | 84.91 | 87.52 | 77.17 | 85.82 | 87.88 | 82.9 | 86.83 | 84.65 | 85.37 | - | - | - | - | - | - | - | - | - | |
2024.06 | 84.91 | 87.52 | 77.17 | 85.82 | 87.88 | 82.9 | 86.83 | 84.65 | 85.37 | - | - | - | - | - | - | - | - | - | |
2024.01 | 84.91 | - | - | - | 87.88 | 82.9 | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.04 | 83.99 | 85.48 | 72.44 | 90.27 | 82.65 | 71.49 | 92.89 | 86.66 | 79.04 | - | - | - | - | - | - | - | - | - | |
2023.02 | 83.99 | 85.48 | 72.44 | 90.27 | 82.65 | 71.49 | 92.89 | 86.66 | 79.04 | - | - | - | - | - | - | - | - | - | |
2024.01 | 83.99 | - | - | - | 82.65 | 71.49 | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 83.05 | 83.61 | 90.44 | 75.91 | 82.8 | 83.54 | 79.51 | 84.73 | 80.03 | - | - | - | - | - | - | - | - | - | |
2023.11 | 83.02 | 79.71 | 91.68 | 82.82 | 80.94 | 83.24 | 81.46 | 83.74 | 81.74 | - | - | - | - | - | - | - | - | - | |
2023.05 | 82.69 | 84.06 | 73.45 | 87.36 | 81.87 | 70.75 | 90.73 | 84.69 | 79.1 | - | - | - | - | - | - | - | - | - | |
2023.04 | 82.69 | 84.06 | 73.45 | 87.36 | 81.87 | 70.75 | 90.73 | 84.69 | 79.1 | - | - | - | - | - | - | - | - | - | |
2023.12 | 82.69 | 84.06 | 73.45 | 87.36 | 81.87 | 70.75 | 90.73 | 84.69 | 79.1 | - | - | - | - | - | - | - | - | - | |
2023.11 | 82.69 | 84.06 | 73.45 | 87.36 | 81.87 | 70.75 | 90.73 | 84.69 | 79.1 | - | - | - | - | - | - | - | - | - | |
2024.06 | 82.69 | 84.06 | 73.45 | 87.36 | 81.87 | 70.75 | 90.73 | 84.69 | 79.1 | - | - | - | - | - | - | - | - | - | |
2025.03 | 82.36 | 80.73 | 89.65 | 79.82 | 80.4 | 80.17 | 81.32 | 83.99 | 79.43 | - | - | - | - | - | - | - | - | - | |
2024.09 | 82.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 82.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 81.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 81 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.09 | 80.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.03 | 80.45 | 80.28 | 89.54 | 73.45 | 79.23 | 78.98 | 77.84 | 82.56 | 76.66 | - | - | - | - | - | - | - | - | - | |
2023.04 | 79.93 | 81.62 | 70.64 | 84 | 79.77 | 70.8 | 86.62 | 81.86 | 76.53 | - | - | - | - | - | - | - | - | - |
Showing 100 of 239 rows