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Spatial Reasoning on EmbSpatial

83.1Overall Accuracy

OpenVLThinkerV2

Updated 2d ago

Evaluation Results

Method
OpenVLThinkerV2 2026.04	83.1	-
GPT-5 2026.04	82.9	-
TIGeR 2025.10	80.82	-
OneThinker-8B 2026.04	79.9	-
Qwen3-VL GRPO 2026.04	79.9	-
Qwen3-VL GDPO 2026.04	79.9	-
Gemini 2.5 Pro 2026.04	79.1	-
Gemini-2.5-Pro-preview-05-06 2026.01	78.74	-
Gemini-2.5-pro 2025.12	78.74	-
Gemini2.5-pro 2026.03	78.7	-
RoboBrain-32B-2.0 2026.01	78.57	-
Qwen3-VL-8B-Inst. 2026.03	78.5	-
Qwen3-VL-8B 2025.12	78.32	-
GPT-o4-mini-2025-05-16 2026.01	78.29	-
GPT-4o-mini 2025.12	78.29	-
Qwen3-VL-Instruct 2026.04	78.2	-
Robix 7B Base 2025.12	77.4	-
ACE-Brain-0-8B 2026.03	77.3	-
Gemini-2.5-Pro 2025.10	76.67	-
GLM-4.1V-Thinking 2025.10	76.62	-
RoboBrain-7B-2.0 2026.01	76.32	-
RoboBrain2.0-7B 2026.03	76.3	-
MiMo-Embodied-7B 2026.03	76.2	-
RoboBrain-7B-2.0 2025.12	75.88	-
RoboBrain2.0-7B 2025.12	75.8	-
Lumo-1-Stage1 2025.12	75.6	-
RoboBrain2.5-8B 2026.03	75.6	-
Vlaser-8B 2026.03	75.3	-
InternVL-3.5-8B 2025.12	75.11	-
Gemini-2.5-Flash-preview-04-17 2026.01	74.75	-
Qwen2.5-VL-32B-Instruct 2025.12	74.59	-
Qwen2.5-VL-32B-Instruct 2026.01	74.45	-
InternVL3-8B 2026.03	73.9	-
Qwen2.5-VL-72B-Instruct 2026.01	73.3	-
Pelican-VL-7B 2026.03	73.2	-
Action-Sketcher-3B 2026.01	72.65	-
GPT-4o-2024-11-20 2026.01	71.92	-
GPT-4o 2026.03	71.9	-
Lumo-1-Stage2 2025.12	71.68	-
Qwen2.5-VL-7B-Instruct 2025.12	71.26	-
GenieReasoner 2025.12	70.66	-
VeBrain-8B 2026.01	70.52	-
VeBrain-7B 2026.03	70.5	-
Qwen2.5-VL-7B 2025.12	70.47	-
InternVL3.5-8B 2026.03	70.3	-
Qwen3-VL-2B-Inst. 2026.03	69.2	-
Cosmos-Reason1-7B 2025.12	68.9	-
RoboBrain-7B-1.0 2026.01	68.13	-
NVILA-8B 2025.10	67.72	-
Cosmos-Reason1-7B 2026.01	65.22	-
Magma-8B 2026.01	64.59	-
Claude-4-Sonnet 2026.03	64.3	-
Claude-Sonnet-4 2025.12	64.29	-
Claude-Sonnet-4-2025-05-14 2026.01	64.26	-
GPT-4o 2025.10	63.38	-
G2VLM 2026.04	62.4	-
Qwen2.5-VL-3B 2025.12	62.01	-
SpatialRGPT-8B 2026.04	59.6	-
SpatialBot-3B 2025.10	50.66	-
SpaceLLaVA-13B 2025.10	49.4	-
SpaceLLaVA-13B 2026.04	49.4	-
RoboPoint-13B 2025.10	49.31	-
Qwen-2.5-VL-7B 2025.10	40.2	-
Qwen2.5-VL-3B 2026.03	-	62.3
Qwen2.5-VL-7B 2026.03	-	71.8
InternVL3-2B 2026.03	-	60.1
ViLASR-7B 2026.03	-	67.3
SpaceR-sft-7B 2026.03	-	66.9
SpatialLadder-3B 2026.03	-	58.2
Cambrain-S-3B 2026.03	-	63.5
VG-LLM 2026.03	-	64.2
VG-LLM* 2026.03	-	50.9
Qwen2.5-VL-3B* 2026.03	-	50.4
GeoSense 2026.03	-	64.3
Vero Q3I-8B 2026.04	-	79.2
Vero Q3T-8B 2026.04	-	79.8
Vero Q25-7B 2026.04	-	68.2
Vero Mi-7B 2026.04	-	70.9
Q3VL 8B-Ins 2026.04	-	78.5
Q3VL 8B-Thk 2026.04	-	81.1
Q25VL 7B-Ins 2026.04	-	70.7
MiMoVL 7B-RL 2026.04	-	70.2
Mo2-O 7B 2026.04	-	68.1
GPT-5 Nano 2026.04	-	74.2
Qwen2.5-VL-3B 2026.04	-	56.29
LLAVA-NEXT-8B 2026.04	-	50.3
LLAVA-OneVision-8B 2026.04	-	56.2
InternVL3-8B 2026.04	-	58.98
InternVL2.5-8B 2026.04	-	50.82
SpaceLLaVA-13B 2026.04	-	67.4
Robopoint-13B 2026.04	-	60.21
VILASR-7B 2026.04	-	69.81
GPT-5.1 2026.04	-	75.13
Gemini-3.0-flash 2026.04	-	63.27
Gemini-2.5-pro 2026.04	-	77.27
Qwen2.5-VL-7B (Backbone) 2026.04	-	69.7
LAST-7B 2026.04	-	81
Baseline 2026.04	-	55.9
SpatialLadder 2026.04	-	57.6
SpaceR 2026.04	-	55.6

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