Spatial Reasoning on ReVSI
60.9Average ScoreGemini 3 Pro
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 ProFrames=1 FPS2026.05 | 60.9 | 60.1 | 54.7 | 79.3 | 51.9 | 68.1 | 56 | 56.4 | |
| Gemini 3 ProFrames=1 FPS2026.06 | 60.9 | 60.1 | 54.7 | 79.3 | 51.9 | 68.1 | 56 | 56.4 | |
| S-AgentFrames=642026.06 | 58.8 | 54 | 45.6 | 62.6 | 53.4 | 63.6 | 66.4 | 66.1 | |
| Gemini 3 FlashFrames=1 FPS2026.05 | 57.6 | 65.7 | 53.1 | 77.6 | 52.8 | 64.6 | 47.9 | 41.8 | |
| LLaVA-OV-2Model Class=8B2026.05 | 57.6 | — | — | — | — | — | — | — | |
| Gemini 3 FlashFrames=1 FPS2026.06 | 57.6 | 65.7 | 53.1 | 77.6 | 52.8 | 64.6 | 47.9 | 41.8 | |
| GeoWeaver-10BFrames=322026.05 | 57.5 | 42.6 | 66.8 | 69.8 | 50.9 | 64.4 | 52.4 | 55.4 | |
| GeoWeaver-10BFrames=162026.05 | 57.4 | 40.5 | 64.5 | 69.3 | — | 62.1 | 50.5 | — | |
| GeoWeaver-10BFrames=All2026.05 | 57.3 | 43.2 | 66.5 | 69.7 | 50.7 | 65 | 51.7 | 54.7 | |
| GeoWeaver-5BFrames=322026.05 | 54.9 | 38 | 63.4 | 63.6 | 54.2 | 65.3 | 46.9 | 53.1 | |
| GeoWeaver-5BFrames=162026.05 | 54.2 | 38.6 | 61.1 | 62.8 | — | 61.4 | 47 | — | |
| GeoWeaver-5BFrames=All2026.05 | 54.1 | 38.6 | 61.3 | 62.2 | 53.7 | 63.8 | 46.1 | 53.1 | |
| InternVL3.5-38BFrames=642026.06 | 54.1 | 43.8 | 60.6 | 70.2 | 58.4 | 57.4 | 45.9 | 42.7 | |
| Qwen3-VL-32B-InstructFrames=642026.06 | 53.3 | 46.9 | 65 | 70.4 | 55.8 | 53.8 | 34 | 47.3 | |
| Cambrian-PFrames=1282026.05 | 52 | 41.4 | 68.3 | 66.7 | 45.9 | 40.2 | 48.7 | 53.1 | |
| GPT-5.2Frames=642026.05 | 50.9 | 56.2 | 41.5 | 73.9 | 63 | 48.4 | 34.9 | 38.2 | |
| GPT-5.2Frames=642026.06 | 50.9 | 56.2 | 41.5 | 73.9 | 63 | 48.4 | 34.9 | 38.2 | |
| VLM-3R-7BFrames=322026.05 | 50.1 | 41.6 | 61.6 | 64.8 | 52.5 | 46.5 | 49.5 | 34.1 | |
| Cambrian-P (w/o Pose)Frames=1282026.05 | 50.1 | 42.3 | 64.6 | 64.5 | 47.4 | 38.1 | 48.3 | 45.3 | |
| VLM3R-7BFrames=322026.06 | 50.1 | 41.6 | 61.6 | 64.8 | 52.5 | 46.5 | 49.5 | 34.1 | |
| Cambrian-S-7BFrames=1282026.05 | 49.1 | 48.4 | 60.5 | 65.5 | 46.7 | 37.1 | 48.5 | 37 | |
| Qwen3-VL-8B-InstructFrames=642026.05 | 49.1 | 40.4 | 52.3 | 69 | 45.1 | 57.1 | 39.5 | 40.5 | |
| Cambrian-S-7BFrames=1282026.05 | 49.1 | 48.4 | 60.5 | 65.5 | 46.7 | 37.1 | 48.5 | 37 | |
| Qwen3-VL-8B-InstructFrames=642026.06 | 49.1 | 40.4 | 52.3 | 69 | 45.1 | 57.1 | 39.5 | 40.5 | |
| Cambrian-S-7BFrames=1282026.06 | 49.1 | 48.4 | 60.5 | 65.5 | 46.7 | 37.1 | 48.5 | 37 | |
| Qwen3-VLModel Class=8B2026.05 | 48.9 | — | — | — | — | — | — | — | |
| InternVL3.5-8BFrames=642026.05 | 47.9 | 43.3 | 54.6 | 64.2 | 47.6 | 45 | 36.3 | 44.4 | |
| InternVL-3.5Model Class=8B2026.05 | 47.9 | — | — | — | — | — | — | — | |
| InternVL3.5-8BFrames=642026.06 | 47.9 | 43.3 | 54.6 | 64.2 | 47.6 | 45 | 36.3 | 44.4 | |
| VST-7B-SFTFrames=4 FPS2026.05 | 46.4 | 35.4 | 52.6 | 67.9 | 47.2 | 49.2 | 36.9 | 35.4 | |
| VST-7B-SFTFrames=4 FPS2026.05 | 46.4 | 35.4 | 52.6 | 67.9 | 47.2 | 49.2 | 36.9 | 35.4 | |
| VST-7B-SFTFrames=4 FPS2026.06 | 46.4 | 35.4 | 52.6 | 67.9 | 47.2 | 49.2 | 36.9 | 35.4 | |
| Spatial-MLLM-4B-820kFrames=162026.05 | 40.9 | 41.5 | 40 | 53.1 | — | 30.7 | 39.2 | — | |
| Spatial-MLLM-4B-820kFrames=162026.06 | 40.9 | 41.5 | 40 | 53.1 | — | 30.7 | 39.2 | — | |
| Spatial-MLLM-4B-135kFrames=162026.05 | 40.5 | 40.7 | 45.3 | 46.8 | — | 32.3 | 37.4 | — | |
| Spatial-MLLM-4B-135kFrames=162026.06 | 40.5 | 40.7 | 45.3 | 46.8 | — | 32.3 | 37.4 | — | |
| LLaVA-Video-72B-Qwen2Frames=642026.06 | 37.8 | 40.1 | 29.6 | 59.3 | 27.9 | 39.6 | 24.8 | 43 | |
| Qwen2.5-VL-7B-InstructFrames=322026.06 | 33.9 | 34.3 | 21.7 | 45.5 | 35.1 | 32.6 | 33.7 | 34.1 | |
| LLaVA-OV-1.5Model Class=8B2026.05 | 33.5 | — | — | — | — | — | — | — | |
| Qwen2.5-VL-7B-InstructFrames=4 FPS2026.05 | 32.6 | 36.9 | 15 | 49.7 | 29 | 31.5 | 29.5 | 36.7 | |
| Qwen2.5-VL-7B-InstructFrames=4 FPS2026.06 | 32.6 | 36.9 | 15 | 49.7 | 29 | 31.5 | 29.5 | 36.7 | |
| Keye-VL-1.5Model Class=8B2026.05 | 32.4 | — | — | — | — | — | — | — | |
| Chance (Frequency)Frames=ALL2026.06 | 31.4 | 52.2 | 40.1 | 17.4 | 20.9 | 25.8 | 31.9 | 30.2 | |
| LLaVA-Video-7B-Qwen2Frames=322026.06 | 30.8 | 29.9 | 1.5 | 53 | 19.3 | 39.1 | 33.8 | 38.8 | |
| PLMModel Class=8B2026.05 | 30.7 | — | — | — | — | — | — | — | |
| SpaceR-7BFrames=322026.05 | 30.5 | 30.7 | 34.5 | 52 | 18.6 | 22.8 | 34.5 | 20.2 | |
| SpaceR-7B (SG-RLVR)Frames=322026.06 | 30.5 | 30.7 | 34.5 | 52 | 18.6 | 22.8 | 34.5 | 20.2 | |
| LLaVA-Video-7B-Qwen2Frames=642026.05 | 30.3 | 31.3 | 1.4 | 52.5 | 16.7 | 38.3 | 33.3 | 38.4 | |
| LLaVA-Video-7B-Qwen2Frames=642026.06 | 30.3 | 31.3 | 1.4 | 52.5 | 16.7 | 38.3 | 33.3 | 38.4 | |
| Qwen2.5-VL-3B-InstructFrames=162026.06 | 23.7 | 18.7 | 15.6 | 16.8 | — | 33.2 | 34.3 | — | |
| Chance (Random)Frames=ALL2026.06 | — | — | — | — | — | 23.7 | 26.8 | 26 |