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ResearchFormerly WizWand

Vision Understanding on MMVP

86.33AccuracyGPT-5
-3.453219.855943.16566.4741Dec 1, 2024Mar 5, 2025Jun 8, 2025Sep 11, 2025Dec 14, 2025Mar 19, 2026Jun 22, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GPT-5Size=-2025.1086.33
GPT4oModel Category=Proprietary Model2025.0986.3
GPT-4oSize=-2025.1084.67
Qwen2.5-VLSize=72B2025.1082
Gemini 2.5 FlashSize=-2025.1080.33
InternVL3.5Size=38B2025.1080.33
ThinkMorphSize=7B, think mode=true2025.1080.33
VisionZero-Qwen-7B (Real-World)Base Model=Qwen2.5-VL-7B, Variant=Real-World2025.0979.5
VisionZero-Qwen-7B (CLEVR)Base Model=Qwen2.5-VL-7B, Variant=CLEVR2025.0979.2
VisionZero-Qwen-7B (Chart)Base Model=Qwen2.5-VL-7B, Variant=Chart2025.0977.9
Qwen2.5-VLSize=7B2025.1077.33
Qwen2.5-VL-7B-InstructBase Model=Qwen2.5-VL-7B2025.0976.8
InternVL3.5Size=8B2025.1076.33
ViGaL-Snake+RotationBase Model=Qwen2.5-VL-7B2025.0974.6
MM-Eureka-Qwen-7BBase Model=Qwen2.5-VL-7B2025.0974.3
SPAR-3BLLM Params=2B, Model Category=Und. and Gen.2026.0673.3
InternVL3-2BLLM Params=2B, Model Category=Und. Only2026.0672.7
CoLVR2026.0572
VLAA-Thinker-7BBase Model=Qwen2.5-VL-7B2025.0971.6
OpenVLThinker-7BBase Model=Qwen2.5-VL-7B2025.0971.3
BagelSize=7B, think mode=true2025.1070.33
LVRSteps=82026.0569.33
BAGEL-7BStage=Uni. 1 Stage2025.1269.3
SPAR-1BLLM Params=1B, Model Category=Und. and Gen.2026.0668.9
Mirage2026.0568.33
UnisonStage=Uni. 2 Stage2025.1267.3
InternVL3-1BLLM Params=1B, Model Category=Und. Only2026.0667.3
Janus-proSize=7B2025.1063.33
R1-OneVision-7BBase Model=Qwen2.5-VL-7B2025.0961.3
BAGEL-1.5BStage=Uni. 1 Stage2025.1254.7
BAGEL-7BLLM Params=3B, Model Category=Und. and Gen.2026.0654.7
MetaMorph-8BLLM Params=8B, Model Category=Und. and Gen.2026.0648.3
ChameleonSize=7B2025.1047.67
Emu3-Chat-8BLLM Params=8B, Model Category=Und. Only2026.0636.6
Dynamic-LLaVA-13B^ITFree=false, Image (prefill) Token=115, TFLOPs=4.72024.1231.3
LLaVA-1.5-13BImage (prefill) Token=576, TFLOPs=19.62024.1230.7
LLaVA-1.5-7BImage (prefill) Token=576, TFLOPs=10.12024.1229.3
LLaVA-FastV (13B)Image (prefill) Token=144, TFLOPs=62024.1228
Dynamic-LLaVA-7B^ITFree=false, Image (prefill) Token=115, TFLOPs=2.52024.1226.3
LLaVA-FastV (7B)Free=true, Image (prefill) Token=144, TFLOPs=3.22024.1224
VILA-U-7BLLM Params=7B, Model Category=Und. and Gen.2026.0622
LLaVA-FastV† (7B)Free=false, Image (prefill) Token=144, TFLOPs=3.22024.1216.7
LLaVA-1.5-7B+H2Ok-10, -0.5Image (prefill) Token=576, TFLOPs=10.12024.120
LLaVA-1.5-13b+H2Ok-10,-0.5Image (prefill) Token=576, TFLOPs=19.62024.120
Chameleon-7BLLM Params=7B, Model Category=Und. and Gen.2026.060