SOTA Visual Reasoning on MM-Vet and PapersWithCode

82.7Score

UniDFlow

Updated 2mo ago

Evaluation Results

Method	Links
UniDFlow 2026.02		82.7
MammothModa-2 2026.02		79.4
Muddit 2026.02		76.2
EMMA 2026.02		73
Qwen3-VL 2026.02		72.5
GPT-4o 2024.09		69.1
BAGEL 2026.02		67.2
Gemini-1.5-Pro 2024.09		64
DeepSeek-VL2 2026.02		62.8
Qwen2.5-VL 2026.02		61.8
LLaVA-NeXT-34B 2024.09		57.4
GPT-4V 2024.09		56.8
MM1.5-30B 2024.09		52
Janus-Pro 2026.02		50
MM1-30B 2024.09		48.7
Pretrained-gpt2-encoder-LLaVA1.6-13B 2026.04		48.7
Phi-3-Vision-4B 2024.09		46.2
Scratch-gpt2-encoder-LLaVA1.6-13B 2026.04		44.3
LLaVA-NeXT-7B 2024.09		43.9
MM1-3B 2024.09		43.7
MM1.5-3B-MoE 2024.09		43.7
Pretrained-gpt2-encoder-LLaVA1.6-7B 2026.04		43.2
MM1.5-7B 2024.09		42.2
MM1-7B 2024.09		42.1
MM1.5-3B 2024.09		41
Scratch-gpt2-encoder-LLaVA1.6-7B 2026.04		40.9
TokenFlow-XL 2026.02		40.7
MM1.5-1B-MoE 2024.09		39.8
InternVL2-2B 2024.09		39.7
MM1-1B 2024.09		39.4
MiniCPM-V 2.0-3B 2024.09		38.2
MM1.5-1B 2024.09		37.4
DeepSeek-VL 2024.09		34.8
TinyLLaVA 2024.09		32
VILA-U 2026.02		27.7
TinyLLaVA 2024.09		25.8
SPHINX-Tiny 2024.09		23.8
Pretrained-gpt2-encoder-LLaVA1.5-7B 2026.04		18.5
Scratch-gpt2-encoder-LLaVA1.5-7B 2026.04		11.1
Chameleon 2026.02		8.3