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ResearchFormerly WizWand

General Reasoning on MMMU

85.4Overall ScoreGPT5
18.652835.981453.3170.6386Jan 31, 2026Feb 25, 2026Mar 22, 2026Apr 17, 2026May 12, 2026Jun 6, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GPT5Model Category=Proprietary Model2026.0785.4
Gemini-2.5-ProModel Category=Proprietary Model2026.0784
ViLoMemBackbone=InternVL-3.5-8B, Augmentation=ViLoMem2026.0175.4
InternVL-3.5-8BBackbone=InternVL-3.5-8B, Augmentation=None2026.0174.7
PolarMemBackbone=InternVL-3.5-8B, Augmentation=PolarMem2026.0174.1
Vanilla RAGBackbone=InternVL-3.5-8B, Augmentation=Vanilla RAG2026.0173.4
ViLoMemBackbone=QWEN2.5-VL-32B, Augmentation=ViLoMem2026.0169.1
QWEN2.5-VL-32BBackbone=QWEN2.5-VL-32B, Augmentation=None2026.0168.4
Vanilla RAGBackbone=QWEN2.5-VL-32B, Augmentation=Vanilla RAG2026.0167.2
ViLoMemBackbone=InternVL-3.5-4B, Augmentation=ViLoMem2026.0167
PolarMemBackbone=QWEN2.5-VL-32B, Augmentation=PolarMem2026.0166.5
InternVL-3.5-4BBackbone=InternVL-3.5-4B, Augmentation=None2026.0166.5
PolarMemBackbone=InternVL-3.5-4B, Augmentation=PolarMem2026.0165.5
Vanilla RAGBackbone=InternVL-3.5-4B, Augmentation=Vanilla RAG2026.0164.7
LoMoModel=Qwen3.5-9B, Evaluation Protocol=Standard Evaluation2026.0563
LoMoModel=Qwen3.5-9B, Evaluation Protocol=Rendered Evaluation2026.0562.48
LASERModel Category=Open-source Vision-Language Model2026.0762.1
Reflection-V-7BModel Category=Open-source Vision-Language Model2026.0761.3
VAPO-Thinker-7BModel Category=Open-source Vision-Language Model2026.0760.2
Standard SFTModel=Qwen3.5-9B, Evaluation Protocol=Standard Evaluation2026.0559.44
ViLoMemBackbone=QWEN2.5-VL-7B, Augmentation=ViLoMem2026.0158.6
VisionR1-7BModel Category=Open-source Vision-Language Model2026.0757.6
QWEN2.5-VL-7BBackbone=QWEN2.5-VL-7B, Augmentation=None2026.0156.3
PolarMemBackbone=QWEN2.5-VL-7B, Augmentation=PolarMem2026.0155.7
Vanilla RAGBackbone=QWEN2.5-VL-7B, Augmentation=Vanilla RAG2026.0155.4
R1-Onevision-7BModel Category=Open-source Vision-Language Model2026.0754.3
ViLoMemBackbone=DeepSeek-VL2, Augmentation=ViLoMem2026.0154
Qwen2.5-VL-7BModel Category=Open-source Vision-Language Model2026.0752.7
VLAA-Thinker-7B2026.0552.1
EvoLMM2026.0551.9
DUELRole=Solver2026.0551.9
OpenVLThinker-7B2026.0551.8
Standard SFTModel=LLaVA-OV1.5-8B, Evaluation Protocol=Standard Evaluation2026.0551.78
Vision-Zero(CLEVR)2026.0551.7
MM-UPT2026.0551.5
DUELRole=Challenger2026.0551.4
LoMoModel=LLaVA-OV1.5-8B, Evaluation Protocol=Standard Evaluation2026.0551.22
Qwen2.5-VL-7B2026.0551.2
DeepSeek-VL2Backbone=DeepSeek-VL2, Augmentation=None2026.0151.1
ViLoMemBackbone=LLaVA-Next-Llama-3-8B, Augmentation=ViLoMem2026.0151
ViLoMemBackbone=DeepSeek-VL2-Small, Augmentation=ViLoMem2026.0150.8
Vanilla RAGBackbone=DeepSeek-VL2, Augmentation=Vanilla RAG2026.0150.6
PolarMemBackbone=DeepSeek-VL2, Augmentation=PolarMem2026.0150.4
Standard SFTModel=Qwen3.5-9B, Evaluation Protocol=Rendered Evaluation2026.0549.52
PolarMemBackbone=LLaVA-Next-Llama-3-8B, Augmentation=PolarMem2026.0149.1
Vanilla RAGBackbone=DeepSeek-VL2-Small, Augmentation=Vanilla RAG2026.0149
InternVL2.5-8BModel Category=Open-source Vision-Language Model2026.0749
LLaVA-Next-Llama-3-8BBackbone=LLaVA-Next-Llama-3-8B, Augmentation=None2026.0148.8
PolarMemBackbone=LLaVA-Next-Mistral-7B, Augmentation=PolarMem2026.0148.6
DeepSeek-VL2-SmallBackbone=DeepSeek-VL2-Small, Augmentation=None2026.0148.3
Vanilla RAGBackbone=LLaVA-Next-Llama-3-8B, Augmentation=Vanilla RAG2026.0148
ViLoMemBackbone=LLaVA-Next-Mistral-7B, Augmentation=ViLoMem2026.0147.8
PolarMemBackbone=DeepSeek-VL2-Small, Augmentation=PolarMem2026.0147.6
LLaVA-Next-Mistral-7BBackbone=LLaVA-Next-Mistral-7B, Augmentation=None2026.0146.3
Vanilla RAGBackbone=LLaVA-Next-Mistral-7B, Augmentation=Vanilla RAG2026.0145.4
LoMoModel=LLaVA-OV1.5-8B, Evaluation Protocol=Rendered Evaluation2026.0535.56
Standard SFTModel=LLaVA-OV1.5-8B, Evaluation Protocol=Rendered Evaluation2026.0521.22