Spatio-temporal reasoning on Dyn-Bench
76.4Act. & Obj. Desc. Score
Qwen3-VL-235B
Updated 1mo ago
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.03 | 76.4 | 1 | 65.3 | 55.8 | 55.6 | 77.8 | 76.1 | 84.1 | 59.8 | 59 | 60.2 | |
2026.03 | 73.7 | 2 | 62.7 | 56.2 | 53.4 | 74.6 | 73.1 | 80.2 | 58.2 | 54.3 | 56.9 | |
2026.03 | 71.5 | 4 | 56 | 52.2 | 53.8 | 71.5 | 67.6 | 75.3 | 42.1 | 46.7 | 47.9 | |
2026.03 | 70.8 | 3 | 61.4 | 52.6 | 53.6 | 75 | 71.2 | 82.4 | 55.4 | 52.6 | 60 | |
2026.03 | 69.7 | 1 | 59.8 | 48 | 50.5 | 67.8 | 59.9 | 65.6 | 60.7 | 54.9 | 51.8 | |
2026.03 | 68.6 | 2 | 59.5 | 47.3 | 48.1 | 71.7 | 65.9 | 73 | 60.9 | 58.4 | 58.4 | |
2026.03 | 68.6 | 2 | 55.7 | 48.4 | 51.9 | 73 | 70.7 | 79.4 | 45.1 | 39.1 | 52.9 | |
2026.03 | 68.2 | 5 | 54.2 | 44.8 | 48.4 | 71.1 | 67.3 | 76.7 | 41.2 | 48.9 | 44.6 | |
2026.03 | 66.6 | 11 | 50.3 | 41 | 44.8 | 63.5 | 62.7 | 69.6 | 41.5 | 40.1 | 46.4 | |
2026.03 | 66.6 | 1 | 56.5 | 49.2 | 52.7 | 72.2 | 67.8 | 78.2 | 50.3 | 40 | 55.5 | |
2026.03 | 65.5 | 8 | 51.8 | 41.1 | 43.7 | 60.4 | 57.8 | 68.3 | 49.2 | 42.6 | 55 | |
2026.03 | 65.3 | 7 | 53.7 | 47 | 49.7 | 67.8 | 69.2 | 77.7 | 37.9 | 44.9 | 46.9 | |
2026.03 | 65 | 10 | 50.8 | 40.7 | 42.4 | 60.2 | 62.3 | 72.3 | 45.5 | 42.9 | 44.6 | |
2026.03 | 64.4 | 1 | 58.1 | 50.2 | 54.7 | 76.1 | 70.4 | 79.7 | 47.3 | 47.3 | 55.7 | |
2026.03 | 63.3 | 2 | 55.4 | 47.2 | 53.2 | 71.7 | 70.2 | 77.7 | 43.2 | 43.6 | 52 | |
2026.03 | 61.7 | 9 | 51.6 | 42.8 | 48 | 69.1 | 67 | 73.7 | 43.8 | 39.6 | 42.8 | |
2026.03 | 61 | 6 | 49.4 | 42.4 | 45.7 | 66.1 | 62.8 | 71.9 | 36.6 | 36.4 | 47.2 | |
2026.03 | 60.9 | 6 | 53.8 | 47.7 | 53.4 | 74.4 | 69.6 | 75.4 | 41 | 37 | 51.6 | |
2026.03 | 60.8 | 3 | 53.6 | 46.1 | 49.2 | 70 | 70.9 | 77.1 | 38.2 | 42 | 51.9 | |
2026.03 | 60.8 | 5 | 49.8 | 39.3 | 46.2 | 67.2 | 62 | 73.2 | 41 | 44.5 | 36.8 | |
2026.03 | 58.6 | 4 | 50.3 | 39.3 | 52.9 | 67.6 | 62.1 | 70.5 | 38.8 | 39.1 | 49.3 | |
2026.03 | 56.1 | 3 | 50.1 | 38.7 | 44.6 | 63.1 | 59.1 | 68.8 | 47.2 | 42 | 49.2 | |
2026.03 | 55.9 | 3 | 53.6 | 48.9 | 53.2 | 72 | 70.2 | 74.6 | 38.1 | 39.6 | 53.6 | |
2026.03 | 54.5 | 4 | 45.9 | 40 | 48.1 | 68.5 | 65.9 | 73.8 | 35.8 | 36.7 | 37.7 | |
2026.03 | 50.5 | 12 | 49.9 | 48.5 | 50.3 | 65.2 | 64.8 | 63.9 | 39.9 | 36.6 | 46.1 | |
2026.03 | 35.6 | 7 | 30.7 | 34.4 | 35 | 34.6 | 38.2 | 39.3 | 22.7 | 21.2 | 25.9 | |
2026.03 | 25 | - | - | 25 | 25 | 25 | 25 | 25 | 25 | 25 | 25 | |
2026.03 | 12.3 | - | - | 21.6 | 31.5 | 29.1 | 27.7 | 13.8 | 33.5 | 10.1 | 25.6 |