Spatial Reasoning on MSMU
41.17ScoreLAST-7B
Evaluation results
| Method | Links | |
|---|---|---|
| LAST-7BCategory=Ours2026.04 | 41.17 | |
| Gemini-2.5-proCategory=Closed Source APIs2026.04 | 27.52 | |
| Gemini-3.0-flashCategory=Closed Source APIs2026.04 | 25.07 | |
| VILASR-7BCategory=Spatial VLMs2026.04 | 20.63 | |
| GPT-5.1Category=Closed Source APIs2026.04 | 18.69 | |
| Robopoint-13BCategory=Spatial VLMs2026.04 | 17.28 | |
| SpaceLLaVA-13BCategory=Spatial VLMs2026.04 | 15.67 | |
| Qwen2.5-VL-7B (Backbone)Category=Ours2026.04 | 14.2 | |
| LLAVA-OneVision-8BCategory=General Models2026.04 | 14 | |
| InternVL3-8BCategory=General Models2026.04 | 13.44 | |
| InternVL2.5-8BCategory=General Models2026.04 | 12.2 | |
| LLAVA-NEXT-8BCategory=General Models2026.04 | 10.63 | |
| Qwen2.5-VL-3BCategory=General Models2026.04 | 8.67 |