Visual Spatial Interaction on VSI
60.15Average PerformanceTRACE
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TRACEBase Model=Gemini 3 Pro2026.03 | 60.15 | 47.55 | 38.82 | 73.9 | 45.62 | 63.85 | 61.7 | 58.01 | 72.97 | |
| CMBase Model=Gemini 3 Pro2026.03 | 59.72 | 46.7 | 41.43 | 72.49 | 50.14 | 63.69 | 58.62 | 55.5 | 72.61 | |
| LtMBase Model=Gemini 3 Pro2026.03 | 59.52 | 45.19 | 40.72 | 73.36 | 44.15 | 65.82 | 60.4 | 53.59 | 73.64 | |
| ToTBase Model=Gemini 3 Pro2026.03 | 58.88 | 44.55 | 42.12 | 72.2 | 45.55 | 65.35 | 57.83 | 55.62 | 73.73 | |
| TRACEBase Model=o32026.03 | 54.08 | 43.4 | 29.93 | 72.48 | 54.03 | 57.32 | 49.83 | 56.1 | 70.02 | |
| CMBase Model=o32026.03 | 53.93 | 34.18 | 33.35 | 70.19 | 52.05 | 59.3 | 51.1 | 62.99 | 71.26 | |
| CoTBase Model=Gemini 3 Pro2026.03 | 53.65 | 30.35 | 34.54 | 64.05 | 40.76 | 61.78 | 58.09 | 61.34 | 71.96 | |
| DirectBase Model=Gemini 3 Pro2026.03 | 52.61 | 33.77 | 32.57 | 67.09 | 42.99 | 62.54 | 50.52 | 51.03 | 70.71 | |
| LtMBase Model=o32026.03 | 52.5 | 35.68 | 26.98 | 70.05 | 47.05 | 59.15 | 50.97 | 57.96 | 71.22 | |
| CoTBase Model=o32026.03 | 52.36 | 34.11 | 28.37 | 69.81 | 50.31 | 59.72 | 48.89 | 57.06 | 70.96 | |
| ToTBase Model=o32026.03 | 52.09 | 40.07 | 24.26 | 69.55 | 48.68 | 59.15 | 50.23 | 55.35 | 69.36 | |
| DirectBase Model=o32026.03 | 51.15 | 33.26 | 31.95 | 69.37 | 52.57 | 58.87 | 44.11 | 42.78 | 69.42 | |
| TRACEBase Model=GLM-4.5V2026.03 | 45.01 | 40.41 | 32.84 | 65.11 | 36.74 | 45.77 | 38.53 | 36.6 | 50.68 | |
| TRACEBase Model=MiMo-VL-7B-SFT2026.03 | 41.42 | 33.27 | 31.51 | 58.67 | 41.56 | 39.44 | 35.33 | 28.87 | 51.29 | |
| LtMBase Model=GLM-4.5V2026.03 | 41.35 | 32.32 | 33.14 | 51.26 | 22.26 | 49.3 | 36.47 | 39.18 | 58 | |
| ToTBase Model=GLM-4.5V2026.03 | 40.66 | 34.45 | 32.17 | 47.29 | 27.81 | 45.63 | 39.77 | 32.47 | 51.88 | |
| DirectBase Model=MiMo-VL-7B-SFT2026.03 | 39.79 | 36.02 | 29.84 | 52.38 | 42.95 | 40.14 | 33.78 | 31.44 | 47.41 | |
| TRACEBase Model=Qwen2.5-VL-72B-Instruct2026.03 | 39.38 | 22.05 | 28.03 | 59.98 | 38.99 | 40.85 | 37.4 | 31.96 | 42.56 | |
| ToTBase Model=MiMo-VL-7B-SFT2026.03 | 39.14 | 29.45 | 30.44 | 54.26 | 40.14 | 41.41 | 32.02 | 32.47 | 46.6 | |
| CMBase Model=GLM-4.5V2026.03 | 38.93 | 37.77 | 31.91 | 36.61 | 30.07 | 45.21 | 37.4 | 33.51 | 54.05 | |
| CoTBase Model=GLM-4.5V2026.03 | 38.48 | 33.42 | 31.07 | 39.88 | 25.52 | 45.49 | 39.26 | 35.57 | 50.19 | |
| LtMBase Model=MiMo-VL-7B-SFT2026.03 | 38.34 | 35.09 | 24.47 | 48.22 | 44.48 | 43.1 | 30.79 | 35.05 | 49.5 | |
| ToTBase Model=Qwen2.5-VL-72B-Instruct2026.03 | 38.06 | 17.89 | 26.2 | 53.15 | 47.01 | 41.55 | 36.78 | 35.05 | 44.01 | |
| LtMBase Model=Qwen2.5-VL-72B-Instruct2026.03 | 38.01 | 23.27 | 31.39 | 54.49 | 38.68 | 42.96 | 34.71 | 29.9 | 36.73 | |
| CoTBase Model=MiMo-VL-7B-SFT2026.03 | 37.49 | 34.27 | 23.5 | 48.52 | 43.23 | 38.73 | 32.75 | 27.84 | 49.23 | |
| DirectBase Model=GLM-4.5V2026.03 | 37.33 | 34.87 | 32.74 | 28.13 | 29.72 | 47.32 | 39.05 | 35.57 | 49.92 | |
| CMBase Model=MiMo-VL-7B-SFT2026.03 | 36.85 | 27.43 | 23.14 | 50.14 | 39.06 | 41.41 | 32.54 | 27.84 | 46.76 | |
| DirectBase Model=Qwen2.5-VL-72B-Instruct2026.03 | 36.28 | 33.36 | 20.53 | 49.31 | 41.49 | 43.38 | 27.79 | 32.47 | 44.01 | |
| CMBase Model=Qwen2.5-VL-72B-Instruct2026.03 | 35.47 | 21.58 | 15.67 | 52.65 | 37.26 | 39.44 | 36.05 | 34.54 | 42.39 | |
| CoTBase Model=Qwen2.5-VL-72B-Instruct2026.03 | 29.78 | 21.27 | 24.95 | 16.31 | 40.94 | 39.44 | 33.16 | 28.87 | 43.53 |