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Mathematical Reasoning on MathVista (testmini)

85.9Accuracy

UniDFlow

Updated 11d ago

Evaluation Results

Method
UniDFlow 2026.02	85.9	-
Gemini 2.5 Pro 2026.03	84.6	-
GPT-5 2026.03	82.7	-
MammothModa-2 2026.02	81.8	-
Q3VL 8B-Thk 2026.04	81.4	-
Gemini 2.5 Flash 2026.03	81.2	-
Keye-VL-1.5-8B 2026.03	81.2	-
GLM-4.1V-9B 2026.03	80.7	-
MiMoVL 7B-RL 2026.04	80.4	-
MiniCPM-V-4.5-8B 2026.03	79.9	-
GPT-5 mini 2026.03	79.2	-
Vero Q3T-8B 2026.04	79.2	-
Muddit 2026.02	79.1	-
Vero Mi-7B 2026.04	79.1	-
Vero Q3I-8B 2026.04	78.7	-
InternVL3.5-8B 2026.03	78.4	-
Qwen3-VL-8B 2026.03	77.2	-
Q3VL 8B-Ins 2026.04	77.2	-
InternVL3.5-4B 2026.03	77.1	-
EMMA 2026.02	75.8	-
Vero Q25-7B 2026.04	74.4	-
Qwen3-VL-4B 2026.03	73.7	-
VL-Rethinker 2026.04	73.7	-
BAGEL 2026.02	73.1	-
BAGEL 2026.03	73.1	-
Claude Sonnet 4.5 2026.03	73.1	-
LLaVA OV1.5-RL 2026.04	72.3	-
GPT-5 Nano 2026.04	70.2	-
PLM-HoneyBee-8B 2025.10	68.2	-
Q25VL 7B-Ins 2026.04	68.2	-
Eagle2.5-8B 2026.03	67.8	-
Qwen2.5-VL-7B-Instruct 2025.10	67.5	-
LLaDA-o 2026.03	66.1	-
Qwen2.5-VL 2026.02	62.3	-
InternVL-2.5-4B 2025.10	61.8	-
InternVL-3-8B-Instruct 2025.10	61.8	-
InternVL-2.5-8B 2025.10	61.5	-
GPT-4o 2024.09	61.3	-
PLM-HoneyBee-3B 2025.10	61.2	-
PLM-8B 2026.03	59.9	-
LLaDA-V 2026.03	59.7	-
MolmoPoint-8B 2026.03	59.4	-
PLM-8B 2025.10	59.3	-
PLM-3B 2026.03	59.1	-
Qwen2.5-VL-3B-Instruct 2025.10	58.9	-
Molmo2-8B 2026.03	58.9	-
Gemini-1.5-Pro 2024.09	57.7	-
PLM-3B 2025.10	57.2	-
LaViDa-O 2026.03	56.9	-
Molmo2-4B 2026.03	56.7	-
MM1.5-30B 2024.09	55.6	-
MolmoPoint-8B-O-7B 2026.03	54.2	-
PLM-HoneyBee-1B 2025.10	53.7	-
Mo2-O 7B 2026.04	53.6	-
InternVL 1.5 2024.04	53.5	-
Cambrian-34B 2024.09	53.2	-
Gemini Ultra 1.0 2024.04	53	-
Grok-1.5V 2024.04	52.8	-
Gemini Pro 1.5 2024.04	52.1	-
Idefics2-8B 2024.09	51.4	-
Qwen-VL-Max 2024.04	51	-
Claude-3 Opus 2024.04	50.5	-
GPT-4V 2024.04	49.9	-
GPT-4V 2024.09	48.7	-
PLM-1B 2025.10	48.6	-
Claude-3 Sonnet 2024.04	47.9	-
InternVL 1.2 2024.04	47.7	-
MM1.5-7B 2024.09	47.6	-
MM1.5-3B-MoE 2024.09	46.9	-
LLaVA-NeXT 2024.04	46.5	-
LLaVA-NeXT-34B 2024.09	46.5	-
Claude-3 Haiku 2024.04	46.4	-
InternVL2-2B 2024.09	46	-
Gemini Pro 1.0 2024.04	45.2	-
Step-1V 2024.04	44.8	-
LaViDa-L 2026.03	44.8	-
Phi-3-Vision-4B 2024.09	44.5	-
MM1.5-3B 2024.09	44.4	-
InternVL-2.5-1B 2025.10	44.2	-
Qwen-VL-Plus 2024.04	43.3	-
Mini-Gemini 2024.04	43.3	-
MM1.5-1B-MoE 2024.09	42.9	-
Dimple 2026.03	42.3	-
BLIP-3 2024.09	39.6	-
BLIP-3 2026.02	39.6	-
MM1 2024.04	39.4	-
MM1-30B 2024.09	39.4	-
MiniCPM-V 2.0-3B 2024.09	38.7	-
MM1.5-1B 2024.09	37.2	-
MM1-7B 2024.09	35.9	-
InternVL-3-1B-Instruct 2025.10	35	-
LLaVAOne Vision-0.5B 2024.09	34.8	-
LLaVA-NeXT-7B 2024.09	34.6	-
MMaDA 2026.03	33.7	-
MM1-3B 2024.09	32	-
DeepSeek-VL 2024.09	31.1	-
MM1-1B 2024.09	31.1	-
Gemini Nano-2 2024.09	30.6	-
Lumina-DiMOO 2026.03	30.3	-
Gemini Nano-1 2024.09	27.3	-

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