Spatial Reasoning on VSI-Bench
79.2Avg Score
Human
Updated 5d ago
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.02 | 79.2 | 47 | 60.4 | 94.7 | 95.8 | 94.3 | 100 | - | 95.8 | 45.9 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 79.2 | - | - | 94.7 | 95.8 | - | 100 | - | 95.8 | 45.9 | 94.3 | 60.4 | - | 47 | - | - | - | - | - | - | |
2026.04 | 79.2 | 47 | - | 94.7 | 95.8 | - | - | - | 95.8 | 45.9 | 94.3 | 60.4 | - | - | - | 100 | - | - | - | - | |
2026.02 | 73.9 | 67.1 | 76 | 71.3 | 93.4 | 70.5 | 85 | - | 48.5 | 79.5 | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 73.7 | - | - | 74.8 | 89.5 | - | 85 | - | 52.6 | 76.9 | 74.9 | 76 | - | 60.1 | - | - | - | - | - | - | |
2026.05 | 72.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 71.9 | 63.4 | 76.5 | 69.2 | 87.9 | 71.8 | 81.9 | - | 48.5 | 76.5 | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 71.9 | - | - | - | - | - | - | - | - | - | - | - | - | 88.3 | 70.8 | 66.7 | - | - | - | - | |
2026.05 | 70.1 | 54.5 | - | 71.4 | 85.5 | - | 73.4 | - | 46.9 | 76.3 | 76.3 | 76.7 | - | - | - | - | - | - | - | - | |
2026.05 | 69.2 | - | - | 71.5 | 82 | - | 84.3 | - | 38.7 | 74.7 | 73.6 | 75.2 | - | 53.7 | - | - | - | - | - | - | |
2026.05 | 68.8 | 59.6 | - | 69 | 87.8 | - | 68.3 | - | 52.6 | 69.9 | 72.5 | 70.8 | - | - | - | - | - | - | - | - | |
2026.02 | 68.7 | 72 | 72.7 | 76.3 | 80.7 | 76.7 | 48.4 | - | 69.5 | 53.5 | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 68.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 68.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 67.5 | 50.5 | 74.9 | 71.1 | 76.2 | 73.2 | 80.1 | - | 41.8 | 72.2 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 67.5 | 55.6 | - | 67.3 | 84.1 | - | 83.5 | - | 41.2 | 68.2 | 71 | 69.1 | - | - | - | - | - | - | - | - | |
2026.05 | 67.5 | - | - | 71.1 | 76.2 | - | 80.1 | - | 41.8 | 72.2 | 73.2 | 74.9 | - | 50.5 | - | - | - | - | - | - | |
2026.02 | 64.7 | 61.9 | 70 | 65.4 | 88.9 | 69.1 | 52.3 | - | 44.3 | 65.7 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 64.4 | - | - | 61.8 | 73 | - | 77 | - | 47.4 | 65.9 | 70.8 | 71.7 | - | 47.8 | - | - | - | - | - | - | |
2026.04 | 63.7 | 46.8 | - | 67.4 | 69.9 | - | - | - | 46.4 | 64.6 | 70.6 | 72.7 | - | - | - | 71.2 | - | - | - | - | |
2026.04 | 62.9 | 45.8 | - | 66.8 | 69.6 | - | - | - | 39.2 | 67.6 | 68.2 | 72.5 | - | - | - | 73.8 | - | - | - | - | |
2026.02 | 61.2 | 43.8 | 75.5 | 60 | 55.6 | 71.6 | 69.2 | - | 44.3 | 69.2 | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 61.2 | - | - | 60 | 55.6 | - | 69.2 | - | 44.3 | 69.2 | 71.6 | 75.5 | - | 43.8 | - | - | - | - | - | - | |
2026.02 | 60.9 | 49.4 | 69.2 | 65.4 | 80.5 | 70.2 | 40.1 | - | 45.4 | 67.1 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 60.9 | 45.4 | - | 57.9 | 68.4 | - | 79.6 | - | 40.2 | 63.2 | 69.2 | 63 | - | - | - | - | - | - | - | - | |
2025.05 | 60.9 | - | - | 65.4 | 80.5 | - | 40.1 | - | 45.4 | 67.1 | 70.2 | 69.2 | - | 49.4 | - | - | - | - | - | - | |
2026.04 | 60.9 | 49.4 | - | 65.4 | 80.5 | - | - | - | 45.4 | 67.1 | 70.2 | 69.2 | - | - | - | 40.1 | - | - | - | - | |
2026.05 | 60.9 | - | - | 65.4 | 80.5 | - | 40.1 | - | 45.4 | 67.1 | 70.2 | 69.2 | - | 49.4 | - | - | - | - | - | - | |
2026.05 | 60.9 | 49.4 | - | 65.4 | 80.5 | - | 40.1 | - | 45.4 | 67.1 | 70.2 | 69.2 | - | - | - | - | - | - | - | - | |
2026.02 | 60.6 | 57 | 79.2 | 58.5 | 42.6 | 68.8 | 68.8 | - | 34.5 | 75.1 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 60.6 | - | - | 59.7 | 55.8 | - | 65.2 | - | 44.9 | 68.3 | 72 | 74.3 | - | 44.4 | - | - | - | - | - | - | |
2026.05 | 60.6 | 44.4 | - | 59.7 | 55.8 | - | 65.2 | - | 44.9 | 68.3 | 72 | 74.3 | - | - | - | - | - | - | - | - | |
2025.11 | 59.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 58.8 | 42.5 | - | 52.1 | 57.4 | - | 59.7 | - | 45.6 | 56.3 | 78.2 | 76.8 | 1 | - | - | - | - | - | - | - | |
2026.03 | 58.7 | - | - | 57.6 | 62.2 | - | 68.1 | - | 61.2 | 60.7 | 53.4 | 63.5 | - | 42.7 | - | - | - | - | - | - | |
2026.02 | 57.9 | 47 | 76.3 | 58 | 50.9 | 53.3 | 66.3 | - | 35 | 61.9 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 57.9 | - | - | 58 | 50.9 | - | 66.3 | - | 35 | 61.9 | 67.5 | 76.3 | - | 47 | - | - | - | - | - | - | |
2026.03 | 57.9 | - | - | 59 | 46 | - | 70.2 | - | 38.7 | 62.4 | 69.3 | 71.8 | - | 45.4 | - | - | - | - | - | - | |
2026.04 | 57.9 | 47 | - | 58 | 51 | - | - | - | 35 | 61.9 | 67.6 | 76.3 | - | - | - | 66.3 | - | - | - | - | |
| 57.7 | - | - | 64.9 | 68.9 | - | 38.5 | - | 40.7 | 63.7 | 70.6 | 70.8 | - | 43.6 | - | - | - | - | - | - | ||
2026.03 | 57.3 | - | - | 64.8 | 61.9 | - | 78.8 | - | 27.3 | 46.3 | 70.7 | 68 | - | 40.6 | - | - | - | - | - | - | |
2026.03 | 57.3 | 40.6 | - | 64.8 | 61.9 | - | 78.8 | - | 27.3 | 46.3 | 70.7 | 68 | - | - | - | - | - | - | - | - | |
2026.05 | 56.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 56.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 56 | - | - | 56.6 | 57.5 | - | 60 | - | 61.9 | 41.8 | 49 | 71.5 | - | 42.8 | - | - | - | - | - | - | |
| 55.8 | - | - | 59.7 | 65.9 | - | 39.4 | - | 41.7 | 59.5 | 68.3 | 66.5 | - | 45.3 | - | - | - | - | - | - | ||
2026.04 | 55.5 | 37.3 | - | 55.2 | 48.7 | - | - | - | 41.8 | 62.2 | 68.8 | 74.5 | - | - | - | 55.5 | - | - | - | - | |
2026.02 | 55 | 34.4 | 73.3 | 63.7 | 48.6 | 53.5 | 68.9 | - | 50.2 | 47.5 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 55 | - | - | 63.7 | 48.6 | - | 68.9 | - | 50.2 | 47.5 | 53.3 | 73.3 | - | 34.4 | - | - | - | - | - | - | |
2026.04 | 55 | 34.5 | - | 63.7 | 48.7 | - | - | - | 50.3 | 47.5 | 53.3 | 73.3 | - | - | - | 68.9 | - | - | - | - | |
2026.03 | 53.6 | - | - | 59.6 | 41.3 | - | 67 | - | 52.1 | 54.4 | 57.2 | 69.3 | - | 34.9 | - | - | - | - | - | - | |
2026.03 | 53.6 | 36.5 | - | 60.3 | 57.5 | - | 62.3 | - | 34 | 53.8 | 56.5 | 67.5 | - | - | - | - | - | - | - | - | |
2026.03 | 53.5 | - | - | 61.9 | 43.9 | - | 68.7 | - | 47.4 | 54.3 | 46 | 68.7 | - | 37.3 | - | - | - | - | - | - | |
2026.02 | 52.9 | 37.3 | 51.6 | 49.9 | 40.2 | 85.6 | 49.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 52.7 | 35.6 | - | 58.9 | 42.4 | - | 66.7 | - | 46.8 | 51.7 | 48.2 | 71.3 | - | - | - | - | - | - | - | - | |
2026.04 | 52.5 | 37.8 | - | 59.9 | 55.7 | - | - | - | 45.9 | 44.1 | 38 | 72.7 | - | - | - | 66 | - | - | - | - | |
2026.03 | 51.9 | 38.7 | - | 48.7 | 44.4 | - | 59.5 | - | 35.6 | 62.3 | 68.3 | 57.4 | - | - | - | - | - | - | - | - | |
2026.04 | 51.66 | 32.57 | - | 57.61 | 41.74 | - | 67.48 | - | 47.42 | 46.15 | 45.82 | 69.77 | - | - | - | - | - | - | - | - | |
2026.03 | 51.5 | 34.9 | - | 61.1 | 47.8 | - | 71.3 | - | 45.9 | 42.8 | 43.8 | 64.3 | - | - | - | - | - | - | - | - | |
2025.05 | 51.5 | - | - | 61.1 | 47.8 | - | 71.3 | - | 45.9 | 42.8 | 43.8 | 64.3 | - | 34.9 | - | - | - | - | - | - | |
2026.05 | 51.5 | - | - | 61.1 | 47.8 | - | 71.3 | - | 45.9 | 42.8 | 43.8 | 64.3 | - | 34.9 | - | - | - | - | - | - | |
2026.02 | 50.8 | 36.6 | 51.2 | 48.2 | 39.7 | 76.1 | 49.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 50.7 | - | - | 46.6 | 40.7 | - | 59.2 | - | 32.4 | 62 | 67.9 | 58.6 | - | 37.7 | - | - | - | - | - | - | |
2026.03 | 50.7 | - | - | 61.8 | 44.9 | - | 71 | - | 44.3 | 25.8 | 49.4 | 69.5 | - | 25.3 | - | - | - | - | - | - | |
2026.03 | 50.7 | 37.7 | - | 46.6 | 40.7 | - | 59.2 | - | 32.4 | 62 | 67.9 | 58.6 | - | - | - | - | - | - | - | - | |
2026.05 | 50.7 | - | - | 46.6 | 40.7 | - | 59.2 | - | 32.4 | 62 | 67.9 | 58.6 | - | 37.7 | - | - | - | - | - | - | |
2026.05 | 50.7 | 37.7 | - | 46.6 | 40.7 | - | 59.2 | - | 32.4 | 62 | 67.9 | 58.6 | - | - | - | - | - | - | - | - | |
2026.04 | 50.62 | 35.13 | - | 55.92 | 41.74 | - | 62.78 | - | 45.36 | 54.83 | 40.8 | 67 | - | - | - | - | - | - | - | - | |
2026.03 | 50.5 | - | - | 45.1 | 43.1 | - | 60.5 | - | 30.9 | 60.8 | 69.7 | 58 | - | 35.9 | - | - | - | - | - | - | |
2026.03 | 50.3 | - | - | 42.6 | 42.4 | - | 69.3 | - | 50 | 50.7 | 39.7 | 68.9 | - | 28.8 | - | - | - | - | - | - | |
2026.03 | 50.3 | - | - | 52.2 | 42 | - | 54.5 | - | 30.4 | 49.7 | 62.1 | 71.4 | - | 40.2 | - | - | - | - | - | - | |
2026.04 | 50.16 | 37.94 | - | 44.08 | 47.21 | - | 58.41 | - | 31.96 | 40.35 | 54.51 | 67.12 | - | - | - | - | - | - | - | - | |
2026.03 | 50.1 | - | - | 47 | 43.9 | - | 49.4 | - | 33 | 63.2 | 67.2 | 59.3 | - | 38 | - | - | - | - | - | - | |
2026.04 | 49.9 | 34.4 | - | 55.1 | 35.7 | - | - | - | 44.3 | 52.8 | 43.5 | 66.1 | - | - | - | 68 | - | - | - | - | |
2026.03 | 49.1 | 36.6 | - | 49.9 | 47.4 | - | 49.8 | - | 33 | 55.5 | 52.4 | 68 | - | - | - | - | - | - | - | - | |
2026.03 | 48.9 | - | - | 39.7 | 43 | - | 57.8 | - | 29.4 | 58.7 | 68.3 | 57.4 | - | 37 | - | - | - | - | - | - | |
2026.03 | 48.8 | 28.8 | - | 46 | 48.1 | - | 68 | - | 42 | 49.4 | 49.6 | 58.6 | - | - | - | - | - | - | - | - | |
2026.04 | 48.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.05 | 48.5 | 53.7 | - | 55.9 | 39.5 | - | 54.5 | - | 28.9 | 39.5 | 71.2 | 44.4 | - | - | - | - | - | - | - | - | |
2026.02 | 48.4 | 34.8 | - | 41.3 | 46.2 | - | 46.3 | - | 33.5 | 45.1 | 65.3 | 63.1 | 2 | - | - | - | - | - | - | - | |
2025.11 | 48.4 | - | - | - | - | - | - | - | - | - | - | - | - | 55.9 | 39.5 | 54.5 | - | - | - | - | |
2026.03 | 48.4 | 53.7 | - | 55.9 | 39.5 | - | 54.5 | - | 28.9 | 39.5 | 71.2 | 44.4 | - | - | - | - | - | - | - | - | |
2026.03 | 48.4 | 34.8 | - | 41.3 | 46.2 | - | 46.3 | - | 33.5 | 45.1 | 65.3 | 63.1 | - | - | - | - | - | - | - | - | |
2026.04 | 48.4 | 34.8 | - | 41.3 | 46.2 | - | 46.3 | - | 33.5 | 45.1 | 65.3 | 63.1 | - | - | - | - | - | - | - | - | |
2026.03 | 47.9 | - | - | 53.1 | 39.6 | - | 66.8 | - | 47.4 | 45.4 | 37.1 | 60.8 | - | 32.9 | - | - | - | - | - | - | |
2026.04 | 47.9 | 33 | - | 53.1 | 39.7 | - | - | - | 47.4 | 45.4 | 37.2 | 60.8 | - | - | - | 66.8 | - | - | - | - | |
2026.03 | 47.8 | 34.1 | - | 48.3 | 43.1 | - | 51.3 | - | 29.4 | 64.2 | 43.1 | 68.6 | - | - | - | - | - | - | - | - | |
2026.03 | 47.3 | 37.8 | - | 44.6 | 45.6 | - | 36.4 | - | 33.5 | 59.2 | 66 | 55.2 | - | - | - | - | - | - | - | - | |
2026.03 | 47.3 | 37.8 | - | 44.6 | 45.6 | - | 36.4 | - | 33.5 | 59.2 | 66 | 55.2 | - | - | - | - | - | - | - | - | |
2025.05 | 47.3 | - | - | 44.6 | 45.6 | - | 36.4 | - | 33.5 | 59.2 | 66 | 55.2 | - | 37.8 | - | - | - | - | - | - | |
2026.05 | 47.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 51.5 | 43.1 | - | |
2026.04 | 47.21 | 26.16 | - | 51.27 | 36.47 | - | 63.43 | - | 38.14 | 53.06 | 44.44 | 64.71 | - | - | - | - | - | - | - | - | |
2026.03 | 47 | - | - | 41.3 | 46.9 | - | 46.3 | - | 33.5 | 45.1 | 65.3 | 63.1 | - | 34.8 | - | - | - | - | - | - | |
2026.03 | 47 | 34.8 | - | 41.3 | 46.2 | - | 46.3 | - | 33.5 | 45.1 | 65.3 | 63.1 | - | - | - | - | - | - | - | - | |
2025.05 | 47 | - | - | 41.3 | 46.2 | - | 46.3 | - | 33.5 | 45.1 | 65.3 | 63.1 | - | 34.8 | - | - | - | - | - | - | |
2026.02 | 46.8 | 32 | 43.8 | 42 | 39.4 | 67.1 | 47.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 46.8 | 39.3 | - | 50.7 | 45.5 | - | 20.2 | - | 31.4 | 65.9 | 71.3 | 50.4 | - | - | - | - | - | - | - | - | |
2026.04 | 46.35 | 33.67 | - | 42.11 | 45.76 | - | 55.02 | - | 25.26 | 30.49 | 56.58 | 58.57 | - | - | - | - | - | - | - | - | |
2026.04 | 46.3 | 38.1 | - | 40.4 | 48.2 | - | - | - | 33 | 35.5 | 66.7 | 63.6 | - | - | - | 44.3 | - | - | - | - | |
2026.03 | 45.9 | - | - | 40.9 | 43.2 | - | 39.2 | - | 30.4 | 56.6 | 68.7 | 53.6 | - | 34.8 | - | - | - | - | - | - |
Showing 100 of 410 rows