Multimodal Reasoning on ScienceQA
97.85Average Accuracy
MG2-RAG
Updated 7d ago
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
2026.04 | 97.85 | 98.45 | 95.28 | 98.73 | 98.44 | 96.43 | 98.68 | 98.42 | 96.84 | - | |
2026.04 | 97.34 | 98.27 | 95.16 | 97.18 | 97.9 | 96.43 | 97.49 | 97.76 | 96.57 | - | |
2026.04 | 97 | 97.78 | 94.65 | 97.06 | 97.93 | 96.24 | 97.05 | 97.33 | 96.43 | - | |
2026.04 | 96.3 | 97.6 | 93.05 | 95.96 | 97.73 | 95.35 | 96.17 | 96.54 | 95.88 | - | |
2026.04 | 92.9 | 93.53 | 94.12 | 90.81 | 92.98 | 94.25 | 90.27 | 94.03 | 90.93 | - | |
2026.04 | 89.25 | 90.81 | 87.96 | 87.09 | 89.93 | 86.61 | 88.92 | 90.64 | 86.75 | - | |
2026.04 | 88.4 | 90.23 | 84.97 | 87.48 | 89.6 | 87.5 | 88.1 | 91.59 | 82.42 | - | |
2026.04 | 87.62 | 88.37 | 81.21 | 91.27 | 87 | 78.28 | 94.01 | 88.84 | 85.43 | - | |
2026.05 | 87.58 | - | - | - | - | - | - | - | - | - | |
2026.04 | 87.5 | 88.77 | 88.86 | 83.82 | 87.39 | 88.05 | 86.06 | 89.94 | 83.12 | - | |
2025.11 | 87.5 | - | - | - | - | - | - | - | - | 65.2 | |
2026.05 | 86.83 | - | - | - | - | - | - | - | - | - | |
2026.05 | 85.73 | - | - | - | - | - | - | - | - | - | |
2026.05 | 85.49 | - | - | - | - | - | - | - | - | - | |
2026.04 | 84.77 | 85.61 | 75.93 | 90.27 | 84.4 | 74.17 | 92.33 | 85.79 | 82.98 | - | |
2026.04 | 84.53 | 85.17 | 81.33 | 85.82 | 83.43 | 76.1 | 89.41 | 86.12 | 81.67 | - | |
2026.05 | 84.39 | - | - | - | - | - | - | - | - | - | |
2026.04 | 83.99 | 85.48 | 72.44 | 90.27 | 82.65 | 71.49 | 92.89 | 86.66 | 79.04 | - | |
2025.11 | 83.4 | - | - | - | - | - | - | - | - | 240.2 | |
2026.04 | 83.16 | 84.15 | 75.14 | 87.64 | 82.99 | 73.18 | 89.69 | 84.4 | 80.95 | - | |
2025.11 | 82.7 | - | - | - | - | - | - | - | - | 203.1 | |
2025.11 | 82.5 | - | - | - | - | - | - | - | - | 55 | |
2026.05 | 82.29 | - | - | - | - | - | - | - | - | - | |
2026.05 | 82 | - | - | - | - | - | - | - | - | - | |
2025.11 | 81.7 | - | - | - | - | - | - | - | - | 172.6 | |
2026.05 | 81.55 | - | - | - | - | - | - | - | - | - | |
2026.05 | 80.81 | - | - | - | - | - | - | - | - | - | |
2025.11 | 80.6 | - | - | - | - | - | - | - | - | 205.5 | |
2025.11 | 80.3 | - | - | - | - | - | - | - | - | 101.4 | |
2025.11 | 80.1 | - | - | - | - | - | - | - | - | 195.7 | |
2026.04 | 79.93 | 81.62 | 70.64 | 84 | 79.77 | 70.8 | 86.62 | 81.86 | 76.53 | - | |
2025.11 | 79.9 | - | - | - | - | - | - | - | - | 200.9 | |
2025.11 | 79.5 | - | - | - | - | - | - | - | - | 186.2 | |
2025.11 | 79.2 | - | - | - | - | - | - | - | - | 93.8 | |
2025.11 | 78.8 | - | - | - | - | - | - | - | - | 97.5 | |
2026.05 | 78.6 | - | - | - | - | - | - | - | - | - | |
2026.04 | 78.21 | 81.08 | 68.62 | 80.09 | 79.52 | 68.96 | 83.69 | 80.87 | 73.43 | - | |
2026.05 | 77.49 | - | - | - | - | - | - | - | - | - | |
2025.11 | 77 | - | - | - | - | - | - | - | - | 174.2 | |
2025.11 | 76.8 | - | - | - | - | - | - | - | - | 104.3 | |
2026.04 | 75.08 | 76.78 | 67.04 | 78.09 | 74.05 | 66.19 | 79.72 | 78.08 | - | - | |
2026.05 | 74.66 | - | - | - | - | - | - | - | - | - | |
2025.11 | 74.4 | - | - | - | - | - | - | - | - | 182.5 | |
2026.04 | 73.47 | 73.98 | 66.37 | 78.18 | 71.65 | 64.3 | 79.65 | 76.51 | 68.03 | - | |
2025.11 | 72.5 | - | - | - | - | - | - | - | - | 195.7 |