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Multi-view spatial reasoning on MINDCUBE Tiny

94.1Overall Accuracy

GAMSI_S1+S2

Updated 8d ago

Evaluation Results

Method
GAMSI_S1+S2 2026.05	94.1	-	-	-
GAMSI_S1 2026.05	75.1	-	-	-
SenseNova-SI-Qwen3-VL-8B 2026.05	73.8	-	-	-
Ours 4B (Grounded-CoT) 2026.03	70	71.5	66.33	74.75
SenseNova-SI-InternVL3-8B 2026.05	66.7	-	-	-
MINDCUBE-Plain 2026.03	60.76	47.5	62.33	67.6
Ours 2B (Grounded-CoT) 2026.03	59.92	49	56.5	70.5
MINDCUBE-Aug 2026.03	55.24	49.5	52.5	66.4
DeepSeek-VL2-Small 2026.03	47.62	37	50.38	26.91
Gemma-3-12B-it 2026.03	46.67	38.39	48.38	34.63
GPT-5-mini 2026.03	46.64	89	44.67	51.75
Claude-4-Sonnet 2026.03	44.75	48.42	44.21	47.62
SpatialLadder-3B 2026.05	43.5	-	-	-
Qwen2.5-VL-3B-Instruct 2026.05	42.5	-	-	-
InternVL3-8B 2026.05	41.8	-	-	-
Mantis-8B (SigLip) 2026.03	41.05	37.65	40.23	50.99
Openview 2026.03	40.08	24.5	45.5	39.75
VST-7B-SFT 2026.05	39.1	-	-	-
Cambrian-S-3B 2026.05	39	-	-	-
GPT-4o 2026.03	38.81	32.65	40.17	29.16
GPT-5-nano 2026.03	38.58	44	38.67	35.75
Cambrian-S-7B 2026.05	38.1	-	-	-
Qwen3-VL-8B 2026.03	37.42	46	35.83	35.5
RoBobrain 2026.03	37.38	35.8	38.28	29.53
Molmo2-4B 2026.03	37.33	36	38.83	35.75
InternVL3-2B 2026.05	36.8	-	-	-
Qwen3-VL-4B 2026.03	36.67	41.5	34.67	37.25
VST-3B-SFT 2026.05	36	-	-	-
Idefics2-8B 2026.03	35.86	35.15	35.94	35.49
Qwen3-VL-2B-Instruct 2026.05	35.7	-	-	-
ViLaSR-7B 2026.05	35.2	-	-	-
Molmo2-8B 2026.03	34.33	27.5	36.5	34.5
Bagel-7B-MoT 2026.05	34.2	-	-	-
Qwen2.5-VL-7B-Instruct 2026.05	34.2	-	-	-
Spatial-MLLM-4B 2026.05	33.5	-	-	-
Random (frequency) 2026.03	33.02	38.3	32.66	35.79
Qwen3-VL-2B 2026.03	32.58	26.5	36.33	30
Random (chance) 2026.03	32.35	36.36	32.29	30.66
SpaceR-7B 2026.05	32.1	-	-	-
Spatial-MLLM 2026.03	32.06	38.39	20.92	32.82
Qwen3-VL-8B-Instruct 2026.05	29.9	-	-	-
Qwen2.5-VL-7B 2026.03	29.26	38.76	29.5	21.35
Internvl2.5-8B 2026.03	18.68	36.45	47.11	26.91