Spatial Reasoning on Viewspatial
72.9Accuracy3ViewSense-4B-rl-slack
Evaluation results
| Method | Links | |
|---|---|---|
| 3ViewSense-4B-rl-slackTraining=RL, Reward=Slack2026.03 | 72.9 | |
| 3ViewSense-4B-rl-strictTraining=RL, Reward=Strict2026.03 | 72.2 | |
| 3ViewSense-4B-sftTraining=SFT2026.03 | 71.9 | |
| Qwen2.5-VL-3BModel=Qwen2.5-VL-3B2026.03 | 60.9 | |
| SSR-2DCategory=Open-Sourced spatial models2026.02 | 59.7 | |
| Qwen3-VL-8B-InstructModel=Qwen3-VL-8B-Instruct2026.03 | 54.7 | |
| SenseNova-SI (InternVL3-8B)Category=Open-Sourced spatial models2026.02 | 54.6 | |
| VST-3B-SFT2026.02 | 52.8 | |
| GeoWeaver-5BScale=5B2026.05 | 52.8 | |
| ProSRDescription=QWEN3-VL-8B-THINKING + Ours2026.05 | 51.4 | |
| SenseNova-SI-1.1-Qwen3-VL-8BCategory=Open-source Spatial Intelligence Models2026.05 | 51.2 | |
| VST-7B-SFT2026.02 | 50.5 | |
| VST-7B-SFTCategory=Open-Sourced spatial models2026.02 | 50.5 | |
| VST-7B-SFTCategory=Open-source Spatial Intelligence Models2026.05 | 50.5 | |
| Gemini 3 ProCategory=Proprietary Models2026.05 | 50.4 | |
| GEMINI-3-PRO-PREVIEW2026.02 | 50.3 | |
| Gemini-3 ProCategory=Proprietary models2026.02 | 50.3 | |
| Gemini-3-Pro-PreviewSize=-2026.03 | 50.3 | |
| GUIDE-9BSize=9B2026.04 | 48.6 | |
| QWEN3-VL-8B-THINKING + GRPOMethod Variant=Vanilla GRPO2026.05 | 47.8 | |
| GUIDE-5BSize=5B2026.04 | 47.3 | |
| GPT-3.2Category=Proprietary Models2026.05 | 47.3 | |
| Gemini 2.5 ProCategory=Proprietary Models2026.05 | 46.1 | |
| GEMINI-2.5-PRO2026.02 | 46 | |
| Gemini-2.5-ProSize=-2026.03 | 46 | |
| Gemini-2.5-Pro2026.04 | 46 | |
| GeoThinker QWEN3VL-8BActive Perception=true2026.02 | 45.9 | |
| GeoThinkerCategory=Open-source Spatial Intelligence Models2026.05 | 45.9 | |
| VG-LLM-8B*Active Perception=false, Training Setting=S1+S22026.02 | 45.8 | |
| VG-LLM-8B*Size=8B, Dataset Config=S1+S22026.04 | 45.8 | |
| QWEN3-VL-8B-THINKING + SFTMethod Variant=SFT Only2026.05 | 45.6 | |
| GPT-52026.02 | 45.5 | |
| GPT-5Category=Proprietary models2026.02 | 45.5 | |
| GPT-5Size=-2026.03 | 45.5 | |
| GPT-52026.04 | 45.5 | |
| ViewFusionSize=4B, Training Protocol=SFT + RL2026.03 | 45.4 | |
| ViewFusionSize=4B, Training Protocol=SFT2026.03 | 45.1 | |
| VST-3B-RLSize=3B, Training Protocol=RL2026.03 | 45 | |
| Ouro-Spatial-8BModel Parameters=8B2026.06 | 44.9 | |
| SpatialLadder-3BModel=SpatialLadder-3B2026.02 | 44.2 | |
| SpatialLadder-3BCategory=Open-Sourced spatial models2026.02 | 44.2 | |
| SpatialLadder-3BModel=SpatialLadder-3B2026.05 | 44.2 | |
| Qwen2.5-VL-7B + SAGEModel=Qwen2.5-VL-7B + SAGE2026.05 | 44.1 | |
| Spa3-VLMModel=Spa3-VLM2026.02 | 43.9 | |
| Seed 1.6Category=Proprietary Models2026.05 | 43.9 | |
| Qwen3-VL-8B-ThinkingCategory=Open-source General Models2026.05 | 43.9 | |
| SEED-1.62026.02 | 43.8 | |
| Seed-1.6Category=Proprietary models2026.02 | 43.8 | |
| Seed-1.62026.04 | 43.8 | |
| Spatial-MLLM-4BModel=Spatial-MLLM-4B2026.02 | 43.6 | |
| Grok-4Category=Proprietary models2026.02 | 43.2 | |
| InternVL-2.5-8BModel=InternVL-2.5-8B2026.05 | 43.2 | |
| VG-LLM-8BActive Perception=false2026.02 | 42.9 | |
| VG-LLM-8BSize=8B2026.04 | 42.9 | |
| VG-LLM-4BActive Perception=false2026.02 | 42.5 | |
| Qwen3-VL-4B-InstructSize=4B, Training Protocol=Instruct2026.03 | 42.5 | |
| VG-LLM-4BSize=4B2026.04 | 42.5 | |
| VST-7B-RLSize=7B, Training Protocol=RL2026.03 | 42.4 | |
| Qwen3-VL-8B-InstructSize=8B, Training Protocol=Instruct2026.03 | 42.2 | |
| Qwen3-VL-8B-InstructCategory=Open-source General Models2026.05 | 42.2 | |
| GeoThinker QWEN2.5VL-7BActive Perception=true2026.02 | 41.9 | |
| Qwen3-VL-8BModel Parameters=8B2026.06 | 41.6 | |
| BAGEL-7B-MOT2026.02 | 41.3 | |
| Bagel-7B-MoTCategory=Open-Sourced general models2026.02 | 41.3 | |
| Bagel-7B-MOTSize=7B2026.04 | 41.3 | |
| Cambrian-S-7BScale=7B2026.05 | 41.3 | |
| BAGEL-7B-MoTCategory=Open-source General Models2026.05 | 41.3 | |
| Cambrian-S-7BCategory=Open-source Spatial Intelligence Models2026.05 | 41.3 | |
| CAMBRIAN-S-7B2026.02 | 40.9 | |
| Cambrian-S-7BCategory=Open-Sourced spatial models2026.02 | 40.9 | |
| Cambrian-S-7BSize=7B2026.03 | 40.9 | |
| Ouro-Spatial-4BModel Parameters=4B2026.06 | 40.8 | |
| VLM-3R-7BActive Perception=false2026.02 | 40.5 | |
| VLM-3R-7BCategory=Open-Sourced spatial models2026.02 | 40.5 | |
| VLM-3R-7BSize=7B2026.04 | 40.5 | |
| VLM-3R-7BScale=7B2026.05 | 40.5 | |
| InternVL3.5-8BCategory=Open-source General Models2026.05 | 40 | |
| SpatialLadder-3BScale=3B2026.05 | 39.9 | |
| SpatialLadder-3BCategory=Open-source Spatial Intelligence Models2026.05 | 39.9 | |
| SPATIALLADDER-3B2026.02 | 39.8 | |
| SpatialLadder-3BSize=3B2026.03 | 39.8 | |
| SpatialLadder-3BSize=3B2026.04 | 39.8 | |
| Qwen3-VL-4BModel Parameters=4B2026.06 | 39.4 | |
| QWEN3-VL-8B-INSTRUCT2026.02 | 39 | |
| CAMBRIAN-S-3B2026.02 | 39 | |
| Cambrian-S-3BSize=3B2026.03 | 39 | |
| Qwen3-VL-8B-InstructSize=8B2026.04 | 39 | |
| Cambrian-S-3BSize=3B2026.04 | 39 | |
| INTERNVL3-8B2026.02 | 38.6 | |
| InternVL3-8BSize=8B2026.03 | 38.6 | |
| InternVL3-8BSize=8B2026.04 | 38.6 | |
| Qwen2.5-VL-7BModel=Qwen2.5-VL-7B2026.05 | 37.4 | |
| SpaceR-7BModel=SpaceR-7B2026.02 | 37.3 | |
| Qwen3-VL-2B-InstructSize=2B, Training Protocol=Instruct2026.03 | 36.9 | |
| Qwen2.5-VL-7B-InstructCategory=Open-source General Models2026.05 | 36.9 | |
| QWEN2.5-VL-7B-INSTRUCT2026.02 | 36.8 | |
| Qwen2.5-VL-7B-InstructSize=7B, Training Protocol=Instruct2026.03 | 36.8 | |
| SpatialLadder-3BModel=SpatialLadder-3B2026.03 | 36.2 | |
| SpaceR-7BScale=7B2026.05 | 35.9 | |
| SpaceR-SFT-7BCategory=Open-source Spatial Intelligence Models2026.05 | 35.9 |