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ResearchFormerly WizWand

Visual Question Answering on MME

1,648.1AccuracyInternVL-2.0
-34.1402.625839.351,276.075May 29, 2025Jul 28, 2025Sep 27, 2025Nov 27, 2025Jan 27, 2026Mar 29, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
InternVL-2.0Params (B)=8, Text Gen Arch=AR, Image Gen Arch=-2025.051,648.1———
LLaVA-NextParams (B)=13, Text Gen Arch=AR, Image Gen Arch=-2025.051,575———
QWEN-VLParams (B)=7, Text Gen Arch=AR, Image Gen Arch=-2025.051,487.5———
BLIP-2Params (B)=13, Text Gen Arch=AR, Image Gen Arch=-2025.051,293.8———
MudditParams (B)=1, Text Gen Arch=Discrete Diff., Image Gen Arch=Discrete Diff., Resolution=1024×10242025.051,139.2———
D-DiTParams (B)=2, Text Gen Arch=Discrete Diff., Image Gen Arch=Diffusion, Resolution=512×5122025.051,124.7———
MudditParams (B)=1, Text Gen Arch=Discrete Diff., Image Gen Arch=Discrete Diff., Resolution=512×5122025.051,107.4———
Show-OParams (B)=1.3, Text Gen Arch=AR, Image Gen Arch=Discrete Diff., Resolution=512×5122025.051,097.2———
Show-OParams (B)=1.3, Text Gen Arch=AR, Image Gen Arch=Discrete Diff., Resolution=256×2562025.051,014.9———
D-DiTParams (B)=2, Text Gen Arch=Discrete Diff., Image Gen Arch=Diffusion, Resolution=256×2562025.05897.5———
EAGLEAgent=Qwen, GLM, InternVL2026.0587.9———
Debate(Vote)Agent=Qwen, GLM, InternVL2026.0585.2———
ReConcileAgent=Qwen, GLM, InternVL2026.0584.9———
Debate(Judge)Agent=Qwen, GLM, InternVL2026.0584.8———
DARTAgent=Qwen, GLM, InternVL2026.0584.4———
Self-ConsistencyAgent=Qwen2026.0584.2———
Zero-shot CoTAgent=Qwen2026.0583.6———
Zero-shot CoTAgent=GLM2026.0578.5———
Zero-shot CoTAgent=InternVL2026.0578———
Self-RefineAgent=Qwen2026.0530.6———
LLaVA-1.5 13BIntervention Strategy=No-intervention baseline2026.01—79.3632.3147.89
LLaVA-1.5 13BIntervention Strategy=Q4 system redistribution (prop)2026.01—79.3227.6954.93