Single-image spatial reasoning on SPAR-Bench SI
54.3Low ScoreGPT-5.2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPT-5.2Category=Proprietary2026.02 | 54.3 | 66 | 60.2 | |
| Gemini-3-ProCategory=Proprietary2026.02 | 52.5 | 54.5 | 53.5 | |
| GPT-4.1Category=Proprietary2026.02 | 46.5 | 50.1 | 48.2 | |
| HATCHCategory=Qwen2.5-VL-3B Based, Prompting=Direct answer without generating viewpoint-transition actions2026.02 | 41.1 | 49.7 | 45.2 | |
| Qwen2.5-VL-32BCategory=Open-Weight2026.02 | 35.6 | 49.3 | 42.2 | |
| Video-R1Category=Qwen2.5-VL-7B Based2026.02 | 33.8 | 42.7 | 38.1 | |
| SpaceR-7BCategory=Qwen2.5-VL-7B Based2026.02 | 33.6 | 46.3 | 39.7 | |
| InternVL-2.5-8BCategory=Open-Weight2026.02 | 32.9 | 44.1 | 38.3 | |
| Qwen2.5-VL-72BCategory=Open-Weight2026.02 | 32.7 | 48 | 40.1 | |
| InternVL-2.5-4BCategory=Open-Weight2026.02 | 32.1 | 33.7 | 32.9 | |
| LLaVA-OneVision-4BCategory=Open-Weight2026.02 | 27.6 | 41.4 | 34.2 | |
| SpatialLadder-3BCategory=Qwen2.5-VL-3B Based2026.02 | 25.7 | 39.8 | 32.5 | |
| Spatial-MLLM-4BCategory=Qwen2.5-VL-3B Based2026.02 | 24.3 | 37.6 | 30.7 | |
| Qwen2.5-VL-7BCategory=Qwen2.5-VL-7B Based2026.02 | 18.7 | 45.2 | 31.4 | |
| Qwen2.5-VL-3BCategory=Qwen2.5-VL-3B Based2026.02 | 16 | 32.5 | 23.9 |