Dynamic Spatial Reasoning on DSR-Bench
88Absolute DistanceGeoSR
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GeoSRType=Spatial Reasoning Models2026.03 | 88 | 84.4 | 87.8 | 83.3 | 78.5 | 41 | 79.5 | 83 | 83.8 | 76.5 | 48.9 | 39.8 | 52.9 | 66.1 | |
| GSMType=Spatial Reasoning Models2026.03 | 87 | 73.8 | 84.1 | 73.8 | 72 | 35.5 | 75.8 | 76.1 | 77.7 | 60.6 | 37.1 | 35.1 | 46.4 | 58.9 | |
| VG-LLMType=Spatial Reasoning Models2026.03 | 55.2 | 32.3 | 58.5 | 57.1 | 51.6 | 32.2 | 56 | 36.3 | 32 | 30.3 | 32.1 | 29.1 | 27.9 | 38.4 | |
| Qwen2.5-VL-32BType=General Video Understanding Models, Parameters=32B2026.03 | 31.7 | 21.5 | 23.1 | 44 | 36.5 | 25.4 | 27.5 | 23.8 | 37 | 27.2 | 29.2 | 21.4 | 36.2 | 29.9 | |
| VLM-3RType=Spatial Reasoning Models2026.03 | 28.2 | 27.6 | 31.7 | 42.8 | 38.7 | 33 | 34.4 | 23.8 | 30.8 | 22.2 | 26.4 | 29.1 | 35 | 31.4 | |
| Qwen3-VL-30B-A3B-InstructType=General Video Understanding Models, Parameters=30B-A3B, Mode=Instruct2026.03 | 25.8 | 27.6 | 46.3 | 30.9 | 31.1 | 34.7 | 20.6 | 29.5 | 37 | 28.2 | 24.2 | 31.5 | 35.4 | 31.1 | |
| InternVL3.5-38BType=General Video Understanding Models, Parameters=38B2026.03 | 25.8 | 27.8 | 29.2 | 34.2 | 24.7 | 28.5 | 26.7 | 16.3 | 23.4 | 29.2 | 32.1 | 15.4 | 31.3 | 26.7 | |
| Qwen3-VL-8B-InstructType=General Video Understanding Models, Parameters=8B, Mode=Instruct2026.03 | 23.5 | 24.6 | 42.6 | 29.7 | 27.9 | 33.8 | 18.1 | 28.4 | 34.5 | 24.2 | 22.1 | 27.9 | 33.5 | 28.7 | |
| VideoReferType=General Video Understanding Models2026.03 | 23.5 | 18.4 | 25.6 | 33.5 | 45.4 | 27.1 | 25 | 16.1 | 18.5 | 20.2 | 26.4 | 22.6 | 34.7 | 26.9 | |
| InternVL3.5-8BType=General Video Understanding Models, Parameters=8B2026.03 | 23.5 | 27.6 | 28 | 34.5 | 24.7 | 27.9 | 22.4 | 17 | 19.7 | 28.2 | 30 | 14.2 | 30.1 | 25.4 | |
| LLaVA-Video-7BType=General Video Understanding Models, Parameters=7B2026.03 | 22.3 | 16.9 | 25.6 | 33.3 | 45.1 | 24.5 | 24.1 | 15.9 | 17.2 | 19.1 | 24.2 | 21.4 | 33.9 | 25.9 | |
| GPT-5Type=Proprietary Models (API)2026.03 | 21.1 | 41.5 | 48.7 | 34.5 | 33.3 | 34.7 | 17.2 | 44.3 | 41.9 | 21.2 | 25 | 30.9 | 26.7 | 30.8 | |
| Gemini-2.5-ProType=Proprietary Models (API)2026.03 | 20 | 44.6 | 53.6 | 27.3 | 38.7 | 30.5 | 23.2 | 32.9 | 43.2 | 17.1 | 28.5 | 27.9 | 34.3 | 31.7 | |
| GPT-4oType=Proprietary Models (API)2026.03 | 18.8 | 29.2 | 26.8 | 29.7 | 21.5 | 26.2 | 24.1 | 23.8 | 17.2 | 32.3 | 22.8 | 24.4 | 34.7 | 26.4 | |
| Gemini-2.5-FlashType=Proprietary Models (API)2026.03 | 18.8 | 27.6 | 19.5 | 25 | 23.6 | 22 | 11.2 | 28.4 | 30.8 | 23.2 | 17.1 | 22.6 | 38.8 | 24.9 | |
| Qwen2.5-VL-7BType=General Video Understanding Models, Parameters=7B2026.03 | 18.8 | 15.3 | 14.6 | 42.8 | 29 | 19.4 | 31.8 | 19.3 | 11.1 | 22.2 | 19.2 | 20.2 | 30.1 | 23.5 |