Spatial Logical Reasoning on SpatiaLQA
97.6Rchuman
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| human2026.02 | 97.6 | 97.6 | 97.6 | 92.3 | 92.7 | 92.5 | |
| GPT-52026.02 | 67.8 | 86.4 | 76 | 39.2 | 58.5 | 47 | |
| Gemini-2.5-pro2026.02 | 65.3 | 86.2 | 74.3 | 31 | 53.6 | 39.3 | |
| GPT-4.12026.02 | 65.2 | 84.2 | 73.5 | 30.2 | 51.3 | 38 | |
| GPT-5-mini2026.02 | 64.5 | 86.6 | 73.9 | 32.8 | 56.2 | 41.2 | |
| Qwen-VL-Max2026.02 | 62 | 83 | 70.9 | 25.6 | 45.2 | 32.7 | |
| Gemini-2.5-flash2026.02 | 62 | 88.6 | 72.9 | 29.5 | 57.3 | 38.9 | |
| Qwen2.5-VL-72B-InsSize=72B, instruction-tuned=true2026.02 | 60 | 82.9 | 69.6 | 23.9 | 44.8 | 31.2 | |
| Claude-4-sonnet2026.02 | 59.4 | 82 | 68.9 | 27.8 | 52.1 | 36.3 | |
| GPT-4o2026.02 | 59 | 78.5 | 67.4 | 19 | 37 | 25.1 | |
| GPT-4o-mini2026.02 | 54.3 | 76.4 | 63.5 | 14.1 | 26.4 | 18.4 | |
| GPT-4.1-mini2026.02 | 53.8 | 87.1 | 66.5 | 21.2 | 51.4 | 30 | |
| MiniCPM-V-4.5Size=9B2026.02 | 50 | 59.4 | 54.2 | 10.9 | 18.6 | 13.7 | |
| InternVL3.5-14B-InsSize=14B, instruction-tuned=true2026.02 | 49.3 | 66.8 | 56.8 | 14 | 24.9 | 17.9 | |
| Cosmos-Reason1Size=7B2026.02 | 48.2 | 66.9 | 56.1 | 11.9 | 40.3 | 18.3 | |
| PixtralSize=12B2026.02 | 48.1 | 70 | 57 | 13.7 | 31.2 | 19 | |
| Claude-3-7-sonnet2026.02 | 47.1 | 80.2 | 59.3 | 19 | 52.3 | 27.9 | |
| LLaVA1.6-vicuna-7BSize=7B2026.02 | 47 | 48.6 | 47.8 | 10 | 15.5 | 12.2 | |
| GLM-4.1V-9B-BaseSize=9B2026.02 | 45.6 | 78.1 | 57.6 | 12.1 | 31.2 | 17.5 | |
| Gemma3-27B-InsSize=27B, instruction-tuned=true2026.02 | 44.1 | 60.5 | 51 | 9.9 | 20.6 | 13.4 | |
| Qwen3-VL-8B-InsSize=8B, instruction-tuned=true2026.02 | 44 | 65.7 | 52.7 | 13.4 | 36.2 | 19 | |
| GLM-4.1V-9B-ThinkingSize=9B, thinking-mode=true2026.02 | 44 | 82.7 | 57.5 | 12.4 | 37.1 | 18.6 | |
| DeepSeek-VL2-SmallSize=16B2026.02 | 43.4 | 84.9 | 57.4 | 10.5 | 59.1 | 17.9 | |
| InternVL3.5-8B-InsSize=8B, instruction-tuned=true2026.02 | 43.1 | 71.5 | 53.8 | 13.4 | 33.6 | 19.2 | |
| LLaVA1.6-vicuna-13BSize=13B2026.02 | 42 | 48.5 | 45 | 11.9 | 24.9 | 16.1 | |
| Qwen2.5-VL-32B-InsSize=32B, instruction-tuned=true2026.02 | 42 | 75.5 | 54 | 9.2 | 24.6 | 13.4 | |
| InternVL3.5-4B-InsSize=4B, instruction-tuned=true2026.02 | 42 | 67.8 | 51.9 | 11.3 | 30.5 | 16.5 | |
| LLaVA1.6-mistralSize=7B2026.02 | 41.5 | 47.3 | 44.2 | 7.2 | 13.6 | 9.4 | |
| BLIP2-Flan-T5-xxlSize=12B2026.02 | 41.3 | 67.7 | 51.3 | 0 | 0.2 | 0 | |
| Gemma3-12B-InsSize=12B, instruction-tuned=true2026.02 | 41 | 64.6 | 50.2 | 9.1 | 24.9 | 13.4 | |
| LLaVA1.5-7BSize=7B2026.02 | 40.3 | 39.8 | 40 | 6.4 | 9 | 7.5 | |
| LLaVA1.5-13BSize=13B2026.02 | 39.1 | 49.4 | 42.5 | 9.1 | 19.3 | 12.3 | |
| Qwen3-VL-4B-InsSize=4B, instruction-tuned=true2026.02 | 38.8 | 78.8 | 52 | 12.5 | 46.5 | 19.6 | |
| Qwen-VL-Plus2026.02 | 38.3 | 86 | 53 | 9.5 | 37.5 | 15.1 | |
| Phi3.5-vision-InsSize=4B, instruction-tuned=true2026.02 | 36.6 | 38.4 | 37.5 | 5.5 | 10.3 | 7.2 | |
| SpaceOmSize=4B2026.02 | 34.1 | 71.2 | 46.1 | 8.7 | 35.1 | 13.9 | |
| Qwen2.5-VL-3B-InsSize=3B, instruction-tuned=true2026.02 | 32.5 | 75.8 | 45.5 | 3.3 | 7.4 | 4.6 | |
| Qwen2.5-VL-7B-InsSize=7B, instruction-tuned=true2026.02 | 32.5 | 73.2 | 45.1 | 3.3 | 15.5 | 5.5 | |
| Kimi-VL-A3B-ThinkingSize=16B, thinking-mode=true2026.02 | 32 | 92.2 | 47.5 | 4.4 | 42.3 | 8 | |
| Kimi-VL-A3B-InsSize=16B, instruction-tuned=true2026.02 | 28.7 | 78.2 | 42 | 1.1 | 11.4 | 2.1 | |
| BLIP2-OPTSize=4B2026.02 | 24.6 | 99.9 | 39.5 | 0 | 0 | — | |
| BLIP2-Flan-T5-xlSize=4B2026.02 | 24 | 74.3 | 36.3 | 0.1 | 0.2 | 0.1 |