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Mathematical Reasoning on MathVista (testmini)

85.9Accuracy

UniDFlow

Updated 3d ago

Evaluation Results

Method	Links
UniDFlow 2026.02		85.9	-
MammothModa-2 2026.02		81.8	-
Muddit 2026.02		79.1	-
EMMA 2026.02		75.8	-
BAGEL 2026.02		73.1	-
Qwen2.5-VL 2026.02		62.3	-
GPT-4o 2024.09		61.3	-
Gemini-1.5-Pro 2024.09		57.7	-
MM1.5-30B 2024.09		55.6	-
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	-
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	-
Phi-3-Vision-4B 2024.09		44.5	-
MM1.5-3B 2024.09		44.4	-
Qwen-VL-Plus 2024.04		43.3	-
Mini-Gemini 2024.04		43.3	-
MM1.5-1B-MoE 2024.09		42.9	-
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	-
LLaVAOne Vision-0.5B 2024.09		34.8	-
LLaVA-NeXT-7B 2024.09		34.6	-
MM1-3B 2024.09		32	-
DeepSeek-VL 2024.09		31.1	-
MM1-1B 2024.09		31.1	-
Gemini Nano-2 2024.09		30.6	-
Gemini Nano-1 2024.09		27.3	-
SPHINX-Tiny 2024.09		26.4	-
Dense Connector 2024.05		25.8	-
LLaVA 2024.05		24.9	-
LLaVA-NeXT 2024.05		-	35.3
DeepSeek-VL 2024.05		-	36.1
MM1-Chat 2024.05		-	35.9
Idefics2 2024.05		-	51.6
Idefics2 2024.05		-	51.4