Compositional Reasoning on VALSE
89.2Average Score
BEiTScore
Updated 12d ago
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.05 | 89.2 | 96.2 | 82.5 | - | 86.7 | 86.7 | 93.9 | - | - | 99.2 | 83.2 | 85.7 | 88.8 | |
2026.05 | 87.7 | 87.1 | 86.4 | - | 90.5 | 87.7 | 87.7 | - | - | 91.2 | 88 | 85.8 | 85.9 | |
2026.05 | 87.1 | 97 | 75.2 | - | 83.6 | 83 | 90.3 | - | - | 98 | 83.5 | 83 | 90.1 | |
2026.05 | 85.6 | 95 | 78.1 | - | 82.2 | 85.3 | 82.3 | - | - | 96.8 | 80 | 83.1 | 87.9 | |
2026.05 | 85.2 | 84 | 85.2 | - | 91.8 | 90.1 | 90.1 | - | - | 91.7 | 82.2 | 80.4 | 82.4 | |
2026.05 | 82.3 | 94.1 | 75.1 | - | 83 | 81.6 | 90.4 | - | - | 97.5 | 66 | 73.9 | 79.4 | |
2026.05 | 78.5 | 88.7 | 67.3 | - | 71.8 | 72.1 | 85.8 | - | - | 94.7 | 72.7 | 73.4 | 80.1 | |
2023.06 | 76.7 | 84.5 | 79.2 | 67.8 | 76.4 | 83.4 | 89.4 | 56.7 | 57.8 | 94.7 | - | - | - | |
2023.06 | 76.7 | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 75.7 | 95.6 | 72.4 | - | 67.7 | 65.9 | 58.9 | - | - | 86.9 | 77.3 | 76.7 | 80.2 | |
2026.05 | 73.8 | 74.3 | 73.7 | - | 78.1 | 67 | 72 | - | - | 78.3 | 69.2 | 74.7 | 73.8 | |
2023.06 | 72.5 | 78.6 | 77.7 | 64.4 | 74.4 | 81.2 | 88.6 | 54.7 | 54.8 | 93.7 | - | - | - | |
2023.06 | 72.5 | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.06 | 71.8 | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.06 | 71.6 | 76.8 | 71.7 | 65 | 72.9 | 81.6 | 84.7 | 58.6 | 53.8 | 91.9 | - | - | - | |
2026.05 | 71.4 | 51.5 | 75.7 | - | 86 | 73.5 | 94.4 | - | - | 84.9 | 63.1 | 55.7 | 55.9 | |
2023.06 | 70.8 | 83.5 | 72.8 | 72.1 | 68.7 | 71.8 | 69.1 | 51 | 46.8 | 93.8 | - | - | - | |
2023.06 | 70.4 | 77.4 | 74.6 | 68.8 | 74 | 86.7 | 65.2 | 50 | 44.2 | 96 | - | - | - | |
2023.06 | 70 | 86.3 | 73.2 | 68.1 | 71.5 | 77.2 | 61.1 | 53.8 | 48.2 | 93.8 | - | - | - | |
2026.05 | 69.7 | 74.9 | 69.7 | - | 77 | 66.2 | 66.3 | - | - | 73.8 | 69.5 | 68.9 | 70.1 | |
2023.06 | 69.5 | 83 | 75.6 | 67.5 | 70.2 | 73.8 | 68.6 | 46.4 | 49.6 | 94.8 | - | - | - | |
2026.05 | 69.5 | 72.3 | 69.8 | - | 78.1 | 63.4 | 64.3 | - | - | 77.8 | 69.5 | 68.6 | 66.9 | |
2026.05 | 69.1 | 69.1 | 66.6 | - | 63.2 | 82.4 | 73.8 | - | - | 91.9 | 61.7 | 68.8 | 69.1 | |
2026.05 | 69.1 | 71.7 | 69.1 | - | 75.7 | 63.6 | 65.1 | - | - | 69.9 | 69.5 | 67.7 | 67.3 | |
2026.05 | 68.6 | 42.8 | 72.4 | - | 68.6 | 89 | 72 | - | - | 96.9 | 60.2 | 54.8 | 58.1 | |
2023.06 | 68.4 | 65.5 | 72.5 | 67.4 | 68.4 | 83.2 | 58.8 | 52.6 | 51 | 95.8 | - | - | - | |
2026.05 | 66.6 | 55.6 | 63.7 | - | 60.9 | 69.8 | 80 | - | - | 89.2 | 79.7 | 52.5 | 47.7 | |
2026.05 | 66 | 73.9 | 66.3 | - | 63.4 | 85.2 | 62.6 | - | - | 92.5 | 58.2 | 62 | 66 | |
2023.06 | 65.5 | 69.3 | 58.3 | 61 | 66.4 | 78.1 | 72 | 53.2 | 51.6 | 88.8 | - | - | - | |
2023.06 | 65.4 | 55.5 | 71.5 | 66 | 62.4 | 83.6 | 51.6 | 48.6 | 51.9 | 95.9 | - | - | - | |
2023.06 | 65.3 | 68.7 | 57.1 | 61 | 65.4 | 77.8 | 71.8 | 54.1 | 51 | 89.8 | - | - | - | |
2023.06 | 65.3 | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 64.2 | 74.6 | 63.1 | - | 60.6 | 82.3 | 59.8 | - | - | 89 | 56.4 | 64.2 | 66.4 | |
2024.11 | 58.59 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.11 | 58.12 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.11 | 57.57 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.11 | 55.69 | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.06 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | - | - | - | |
2024.11 | 48.53 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.11 | 48.36 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.11 | 48.06 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.11 | 47.91 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.11 | 43.65 | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.11 | 43.19 | - | - | - | - | - | - | - | - | - | - | - | - |