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Visual Mathematical Reasoning on MathVista

86.81Accuracy

Dynamo (Full)

Updated 18d ago

Evaluation Results

Method
Dynamo (Full) 2026.06	86.81	-	-	-	-	-	-	-	-
Dynamo (Tool Only) 2026.06	86.59	-	-	-	-	-	-	-	-
TVI-CoT 2026.06	85.6	-	-	-	-	-	-	-	-
Dynamo (Skill Only) 2026.06	85.56	-	-	-	-	-	-	-	-
Base Agent 2026.06	85.44	-	-	-	-	-	-	-	-
InternVL3.5-8B-Masters 2025.12	85	-	-	-	-	-	-	-	-
Masters 2025.12	85	-	-	-	-	-	-	-	-
Supervised ETTC 2026.05	84.81	-	-	-	-	-	-	-	0.37
GLM-4.5V 2025.12	84.6	-	-	-	-	-	-	-	-
ETTC 2026.05	84.44	-	-	-	-	-	-	-	-
Qwen3-VL-32B 2025.12	83.8	-	-	-	-	-	-	-	-
Qwen3-VL-32B 2026.06	83.8	-	-	-	-	-	-	-	-
SkillGraph 2026.04	83.2	-	-	-	-	-	-	-	-
Voting 2026.05	83.15	-	-	-	-	-	-	-	-
SkillGraph 2026.04	82.8	-	-	-	-	-	-	-	-
Dynamo (Full) 2026.06	82.52	-	-	-	-	-	-	-	-
Dynamo (Tool Only) 2026.06	82.41	-	-	-	-	-	-	-	-
InternVL3-8B-Masters 2025.12	82.3	-	-	-	-	-	-	-	-
Masters 2025.12	82.3	-	-	-	-	-	-	-	-
SkillGraph 2026.04	82.2	-	-	-	-	-	-	-	-
Octopus-8B (Ours) 2026.02	82.1	-	-	-	-	-	-	-	-
GPT-5 2025.12	81.9	-	-	-	-	-	-	-	-
InternVL3.5-38B 2025.12	81.9	-	-	-	-	-	-	-	-
MiMo-VL-7B-SFT 2026.02	81.8	-	-	-	-	-	-	-	-
Qwen3-VL-8B-Masters 2025.12	81.8	-	-	-	-	-	-	-	-
Masters 2025.12	81.8	-	-	-	-	-	-	-	-
Complete 2026.04	81.8	-	-	-	-	-	-	-	-
Random 2026.04	81.6	-	-	-	-	-	-	-	-
Dynamo (Skill Only) 2026.06	81.52	-	-	-	-	-	-	-	-
MiMo-VL-7B-RL 2026.02	81.5	-	-	-	-	-	-	-	-
MiMo-VL-8B 2025.12	81.5	-	-	-	-	-	-	-	-
SkillGraph 2026.04	81.5	-	-	-	-	-	-	-	-
Keye-VL-1.5-8B 2025.12	81.2	-	-	-	-	-	-	-	-
Qwen3-VL-8B-Instruct + GSPO 2026.02	81	-	-	-	-	-	-	-	-
Gemini-2.5-Pro 2025.12	80.9	-	-	-	-	-	-	-	-
Base Agent 2026.06	80.88	-	-	-	-	-	-	-	-
Qwen3-VL-8B-Instruct + GRPO 2026.02	80.8	-	-	-	-	-	-	-	-
SkillGraph 2026.04	80.8	-	-	-	-	-	-	-	-
GLM-4.1V-9B 2025.12	80.7	-	-	-	-	-	-	-	-
Keye-VL-8B 2025.12	80.7	-	-	-	-	-	-	-	-
Centralized 2026.04	80.5	-	-	-	-	-	-	-	-
Qwen3-VL-8B-Instruct + DAPO 2026.02	80.3	-	-	-	-	-	-	-	-
Layered 2026.04	80.2	-	-	-	-	-	-	-	-
Qwen3-VL-8B-Thinking 2026.02	79.8	-	-	-	-	-	-	-	-
Qwen3-VL-8B-Instruct + SRPO 2026.02	79.8	-	-	-	-	-	-	-	-
Linear 2026.04	79.7	-	-	-	-	-	-	-	-
Supervised ETTC 2026.05	79.63	-	-	-	-	-	-	-	3.7
Qwen3-VL-4B-Masters 2025.12	79.6	-	-	-	-	-	-	-	-
Doubao-pro-1.5 2026.01	79.5	-	77.7	88.9	86	82.3	62	-	-
Qwen3-VL-8B-Instruct + GRPO 2026.02	79.1	-	-	-	-	-	-	-	-
GPT-5-Mini 2025.12	79.1	-	-	-	-	-	-	-	-
InternVL3-78B 2025.12	79	-	-	-	-	-	-	-	-
Qwen2.5-VL-7B-Masters 2025.12	78.8	-	-	-	-	-	-	-	-
InternVL3.5-4B-Masters 2025.12	78.8	-	-	-	-	-	-	-	-
Masters 2025.12	78.8	-	-	-	-	-	-	-	-
Qwen3-VL-8B-Instruct + GSPO 2026.02	78.5	-	-	-	-	-	-	-	-
InternVL3.5-8B 2025.12	78.4	-	-	-	-	-	-	-	-
FULL 2026.05	78.4	-	-	-	-	-	-	-	-
Qwen2.5-VL-32B-Instruct + NoisyRollout 2026.03	78.3	-	-	-	-	-	-	-	-
Dynamo (Full) 2026.06	78.15	-	-	-	-	-	-	-	-
Qwen3-VL-8B-Instruct + SRPO 2026.02	77.9	-	-	-	-	-	-	-	-
SkillGraph 2026.04	77.8	-	-	-	-	-	-	-	-
SkillGraph 2026.04	77.6	-	-	-	-	-	-	-	-
Dynamo (Skill Only) 2026.06	77.52	-	-	-	-	-	-	-	-
InternVL3.5-2B-Masters 2025.12	77.5	-	-	-	-	-	-	-	-
DirectAnswer 2026.04	77.3	-	-	-	-	-	-	-	-
Qwen3-VL-8B 2025.12	77.2	-	-	-	-	-	-	-	-
InternVL3.5-4B 2025.12	77.1	-	-	-	-	-	-	-	-
PRCO-7B 2026.03	77.1	-	-	-	-	-	-	-	-
Shuffle-R1-Qwen-7B 2025.08	77	-	-	-	-	-	-	-	-
Qwen3-VL-8B-Instruct 2026.02	76.9	-	-	-	-	-	-	-	-
COGFLOW 2026.01	76.8	-	70.4	93.1	73.7	86.9	59.3	-	-
PAPO-D-7B 2026.03	76.7	-	-	-	-	-	-	-	-
Dynamo (Tool Only) 2026.06	76.63	-	-	-	-	-	-	-	-
VPPO-7B 2026.03	76.6	-	-	-	-	-	-	-	-
SkillGraph 2026.04	76.5	-	-	-	-	-	-	-	-
SkillGraph 2026.04	76.4	-	-	-	-	-	-	-	-
OPD T→V 2026.04	76.05	-	-	-	-	-	-	-	-
ETTC 2026.05	75.93	-	-	-	-	-	-	-	-
CodePercept-32B-S1 2026.03	75.9	-	-	-	-	-	-	-	-
SkillGraph 2026.04	75.9	-	-	-	-	-	-	-	-
Base Agent 2026.06	75.89	-	-	-	-	-	-	-	-
CoPD 2026.04	75.75	-	-	-	-	-	-	-	-
Qwen2.5-VL-3B-Masters 2025.12	75.6	-	-	-	-	-	-	-	-
DualMindVLM 2025.11	75.6	-	-	-	-	-	-	184	-
Dynamo (Full) 2026.06	75.59	-	-	-	-	-	-	-	-
GRPO 2026.03	75.4	-	-	-	-	-	-	-	-
Base Agent 2026.06	75.33	-	-	-	-	-	-	-	-
Complete 2026.04	75.3	-	-	-	-	-	-	-	-
Random 2026.04	75.2	-	-	-	-	-	-	-	-
ThinkLite 2025.11	75.1	-	-	-	-	-	-	247	-
Image-Expert 2026.04	75.1	-	-	-	-	-	-	-	-
Mixed RLVR 2026.04	75.1	-	-	-	-	-	-	-	-
VL-Rethinker 2025.11	74.9	-	-	-	-	-	-	268	-
VL-Rethinker 2026.05	74.9	-	-	-	-	-	-	-	-
Gemini2.5-Pro 2026.03	74.8	-	-	-	-	-	-	-	-
DAPO 2026.03	74.8	-	-	-	-	-	-	-	-
Qwen2.5-VL-Instruct 2026.05	74.8	-	-	-	-	-	-	-	-
QvQ-72B-Preview 2026.06	74.8	-	-	-	-	-	-	-	-
InternVL2.5-38B 2026.06	74.7	-	-	-	-	-	-	-	-

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