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Multimodal Reasoning on MMStar

82Accuracy

Masters

Updated 18d ago

Evaluation Results

Method
Masters 2025.12	82	-
Masters 2025.12	80.8	-
Masters 2025.12	79.7	-
Qwen3-VL-32B 2025.12	77.7	-
GPT-5 2025.12	75.7	-
GLM-4.5V 2025.12	75.3	-
InternVL3.5-38B 2025.12	75.3	-
Masters 2025.12	74.9	-
Qwen3-VL-32B-Instruct 2026.03	74.3	-
GPT-5-Mini 2025.12	74.1	-
ERNIE 5.0-Base 2026.02	74.07	-
Qwen3-VL-32B-Instruct 2026.03	73.7	-
Gemini-2.5-Pro 2025.12	73.6	-
InternVL3-78B 2025.12	72.5	-
Qwen2.5-VL-32B 2026.03	71.5	-
Qwen2.5-VL-72B 2025.12	70.8	-
Qwen2.5-VL-72B 2025.12	70.8	-
R1-ShareVL-32B 2026.03	70.2	-
Qwen3-VL-8B-Instruct 2026.03	69.9	-
GPT-4.1 2025.12	69.8	-
Qwen2.5-VL-32B 2026.03	69.5	-
Claude-4-Sonnet 2025.12	69.4	-
Gemini-2.0-Flash 2025.12	69.4	-
Qwen3-VL-8B-Instruct 2026.03	68.9	-
Qwen2.5-VL-7B 2026.03	68.3	-
Qwen2.5-VL-32B 2026.03	68.3	-
PRCO-7B 2026.03	67.8	-
VPPO-7B 2026.03	67.2	-
R1-ShareVL-7B 2026.03	67	-
PAPO-D-7B 2026.03	66.93	-
Qwen2.5vl-Instruct 2025.12	66.5	-
LLaVA-OneVision 2025.12	66.1	-
Vision-G1 2026.03	66	-
Qwen2.5-VL-7B 2026.03	65.9	-
LLaVA-OneVision-72B 2025.12	65.8	-
ReLaX-VL-7B 2025.12	65.5	-
DAPO 2026.03	65.4	-
Vision-SR1-7B 2026.03	65.26	-
Claude-3.5-Sonnet 2025.12	65.1	-
Claude-3.7-Sonnet 2025.12	65.1	-
R1-ShareVL-7B 2026.03	65.06	-
PAPO-G-7B 2026.03	64.93	-
Qwen2.5vl-Instruct 2025.12	64.8	-
MMR1-7B-RL 2026.03	64.8	-
GPT-4o 2025.12	64.7	-
Phi-4-reasoning-vision-15B 2026.03	64.5	-
Perception-R1-7B 2026.03	64.33	-
Qwen2.5vl-Instruct 2025.12	64.3	-
MM-Eureka-7B 2025.12	64.3	-
Base Model 2026.03	64.26	-
VL-Rethinker-7B 2025.12	64.2	-
GRPO 2026.03	64.06	-
Active-Zero 2026.02	64	-
NoisyRollout-7B 2026.03	63.93	-
Qwen2.5-VL-7B 2025.12	63.9	-
Phi-4-reasoning-vision-15B 2026.03	63.9	-
Qwen2.5-VL-7B 2026.03	63.9	-
NVLM-72B 2025.12	63.7	-
ThinkLite-7B 2026.03	63.7	-
InternVL2.5-8B-VisualPRM 2025.12	63.4	-
Molmo-72B 2025.12	63.3	-
VisPlay 2026.02	62.93	-
AStar (Qwen2.5-7B) 2025.02	62.3	-
VisionZero-Chart 2026.02	62.27	-
VisionZero-RealWorld 2026.02	62.27	-
Vision-Matters-7B 2026.03	62.2	-
VisionZero-CLEVR 2026.02	62.07	-
AStar (Qwen2-VL-7B) 2025.02	62	-
LLaVA-OneVision 2025.12	61.7	-
Base Model 2026.02	61.53	-
EvoLMM 2026.02	61.53	-
Intern2-VL-8B 2025.12	61.5	-
Mulberry-7B 2025.02	61.3	-
PRCO-3B 2026.03	61	-
Vision-R1-7B 2025.12	60.9	-
Qwen2-VL-7B 2025.12	60.7	-
ReLaX-VL-3B 2025.12	60.7	-
PAPO-D-3B 2026.03	60.66	-
DAPO 2026.03	60.4	-
R1-VL-7B 2025.12	60	-
R1-VL-7B 2025.02	60	-
Kimi-VL-A3B-Instruct 2026.03	60	-
MM-Eureka-7B 2025.02	59.4	-
gemma-3-12b-it 2026.03	59.4	-
PixelReasoner-7B + Ours 2026.03	59.4	-
R1-Onevision 2025.12	59.1	-
Gemini-1.5-Pro 2025.12	59.1	-
PAPO-G-3B 2026.03	58.86	-
PixelReasoner-7B 2026.03	58.7	-
LMM-R1-3B 2025.02	58	-
GRPO 2026.03	58	-
MMR1-3B-RL 2026.03	57.2	-
GPT-4V 2025.12	57.1	-
Qwen2.5-VL-3B-Instruct 2025.12	56.73	-
Vision-SR1-3B 2026.03	56.73	-
OpenVLThinker-7B 2025.12	56.3	-
Base Model 2026.03	56.06	-
Qwen2.5-VL-3B 2025.12	55.9	-
URSA-8B 2025.02	55.4	-
MobileNet-Qwen 2025.12	55.07	-

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