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Visual Mathematical Reasoning on WeMath

98.7Accuracy

OpenAI-o1

Updated 3d ago

Evaluation Results

Method	Links
OpenAI-o1 2026.02		98.7
Qwen3-VL-8B-Instruct + GSPO 2026.02		84
Octopus-8B (Ours) 2026.02		84
Qwen3-VL-8B-Thinking 2026.02		83
Qwen3-VL-8B-Instruct + DAPO 2026.02		82.4
Qwen3-VL-8B-Instruct + GRPO 2026.02		78.5
Gemini-2.5-Pro 2026.01		78
MiMo-VL-7B-SFT 2026.02		77.7
Qwen3-VL-8B-Instruct + SRPO 2026.02		76.9
Qwen3-VL-8B-Instruct + GRPO 2026.02		76.2
MiMo-VL-7B-RL 2026.02		76.1
Qwen3-VL-8B-Instruct + SRPO 2026.02		75.8
Qwen3-VL-8B-Instruct + GSPO 2026.02		74
Claude-3.7-Sonnet 2026.02		72.6
Claude-3.7-Sonnet 2025.08		72.6
Shuffle-R1-Qwen-7B 2025.08		72.3
GPT-5 2026.01		71.1
NoisyRollout-7B-K12 2025.08		70.8
MMR1-Math-7B 2025.08		70.7
Qwen3-VL-8B-Instruct 2026.02		70.5
VL-Rethinker-7B 2025.08		70.1
Active-Zero 2026.02		69.6
ThinkLite-VL-7B 2025.08		69.3
GPT-4o 2026.02		68.8
GLM-4.5V 2026.01		68.8
GPT-4o 2025.08		68.8
VisPlay 2026.02		67.99
VLAA-Thinker-7B 2025.08		67.7
MM-Eureka-Qwen-7B 2025.08		67.4
OpenVLThinker-7B 2025.08		67.2
VisionZero-CLEVR 2026.02		66.9
Shuffle-R1-Qwen-3B 2025.08		66.5
InternVL3.5-8B-RL 2026.02		65.8
Doubao-1.5-Pro 2026.01		65.7
VisionZero-RealWorld 2026.02		65.4
EvoLMM 2026.02		64.89
VisionZero-Chart 2026.02		64.66
Base Model 2026.02		64.48
COGFLOW 2026.01		64.1
GLM-4.1V 2026.01		63.8
Qwen2.5-VL-7B 2025.08		63.5
Active-Zero 2026.02		61.21
Keye-VL 2026.01		60.7
R1-OneVision-7B 2025.08		60.6
R1-VL-7B 2025.08		59.8
VisPlay 2026.02		58.16
InternVL3.5 2026.01		57
Base Model 2026.02		53.51
Qwen2.5-VL-3B 2025.08		51.7
Claude-3.7-Sonnet 2026.01		49.3
InternVL3 2026.01		37.1
Qwen2.5-VL 2026.01		35.2
Ovis 2026.01		27.2