SOTA Spatial Reasoning on MindCube (tiny) and PapersWithCode

94.5Accuracy

Human

Updated 18d ago

Evaluation Results

Method	Links
Human 2026.05		94.5
ProSR 2026.05		88.6
Ours 2026.06		85
GeoThinker 2026.05		83
3DThinkerQwen2.5-VL-3B 2026.06		81.8
Ours 2026.06		81
Ours 2026.06		80.5
MindCubeQwen2.5-VL-3B 2026.06		79.2
QWEN3-VL-8B-THINKING + GRPO 2026.05		75.8
3DThinkerQwen2.5-VL-3B 2026.06		75.2
SenseNova-SI-1.1-Qwen3-VL-8B 2026.05		73.8
Gemini 3 Pro 2026.05		70.9
SenseNova-U1 2026.05		70.86
MindCubeQwen2.5-VL-3B 2026.06		70.7
QWEN3-VL-8B-THINKING + SFT 2026.05		68.4
Qwen3.5 2026.05		63.46
SenseNova-U1 2026.05		62.01
GPT-3.2 2026.05		60.4
Gemini 2.5 Pro 2026.05		57.6
Qwen3.5 2026.05		57.59
3DThinkerQwen2.5-VL-3B 2026.06		55.5
Gemma4 2026.05		48.84
Seed 1.6 2026.05		48.8
Claude-4-Sonnet-20250514 2026.06		48.42
MindCubeQwen2.5-VL-3B 2026.06		48
SpatialThinker-30B 2025.11		45.4
SpatialThinker-7B 2025.11		45.1
Claude-4-Sonnet-0514 2025.11		44.8
Claude-4-Sonnet-20250514 2026.06		44.75
Claude-4-Sonnet-20250514 2026.06		44.21
Qwen2.5-VL-7B + Vanilla GRPO 2025.11		44
SpatialLadder-3B 2026.05		43.5
Qwen3VL 2026.05		43.17
GPT-5-0807 2025.11		42.5
Qwen2.5-VL-7B + SFT 2025.11		42.2
Qwen3VL 2026.05		40.86
Qwen3-VL-8B-Thinking 2026.05		40.6
SpatialThinker-3B 2025.11		40.5
InternVL3.5-8B 2026.05		40.2
GPT-4o 2026.06		40.17
VST-7B-SFT 2026.05		39.7
Argos 2025.12		39.6
Qwen3-VL-30B 2025.11		39
GPT-4o 2026.06		38.81
Qwen2.5-VL-3B + Vanilla GRPO 2025.11		38.8
Qwen2.5-VL-7B-Instruct 2026.06		38.76
Spatial-MLLM 2026.06		38.39
Random (frequency) 2026.06		38.3
Space-Qwen 2026.06		38.02
SpaceR-SFT-7B 2026.05		38
Cambrian-S-7B 2026.05		37.9
Qwen2.5-VL-3B-Instruct 2026.06		37.37
VLAA-Thinker-7B 2025.11		36.7
Qwen2.5-VL-3B 2025.11		36.4
Random (chance) 2026.06		36.36
Qwen2.5-VL-7B-Instruct 2026.05		36
SpaceThinker 2025.11		36
SATORI-R1 2025.11		36
Visionary-R1 2025.11		36
Qwen2.5-VL-3B + SFT 2025.11		35.9
Qwen2.5-VL-7B 2025.11		35.3
Qwen2.5VL 7B 2025.12		34.9
GPT-4o-0513 2025.11		34.9
BAGEL-7B-MoT 2026.05		34.7
SpatialReasoner 2025.11		34.6
Video-R1 2025.12		34.2
Space-Qwen 2026.06		33.71
SpaceOm 2025.11		33.5
Space-Qwen 2026.06		33.28
Qwen2.5-VL-3B-Instruct 2026.06		33.26
Qwen2.5-VL-3B-Instruct 2026.06		33.21
Qwen2.5VL 7B 2025.12		33.1
Random (frequency) 2026.06		33.02
Random Choice 2026.05		33
Random (frequency) 2026.06		32.66
GPT-4o 2026.06		32.65
Random (chance) 2026.06		32.35
Random (chance) 2026.06		32.29
Spatial-MLLM 2026.06		32.06
Video-R1 2025.12		31.9
Qwen2.5-VL-7B-Instruct 2026.06		29.5
Qwen3-VL-8B-Instruct 2026.05		29.4
Qwen2.5-VL-7B-Instruct 2026.06		29.26
Spatial-MLLM 2026.06		20.92