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ResearchFormerly WizWand

Multimodal Evaluation on MME-P

1,687MME-P ScoreBAGEL
878.921,088.711,298.51,508.29Nov 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
BAGELParams=7B+7B, Types=AR+Diff, Architecture Category=Uni. MoE/MoT Arch2025.111,687
Qwen2.5-VLParams=7B, Types=AR, Architecture Category=Und. Only2025.111,685
MetaQuery-XLParams=7B+1.6B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.111,685
Blip3-oParams=7B+1.4B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.111,685
UniWorld-V1Params=7B+12B, Types=AR+Diff, Architecture Category=Uni. Frozen MLLM2025.111,685
Janus-Pro + AIA (Ours)Params=7B, Types=AR, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.111,656
OneCatParams=3B+3B+3B, Types=AR+VAR, Architecture Category=Uni. MoE/MoT Arch2025.111,630
Show-o2Params=7B, Types=AR+Diff, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.111,621
Janus-ProParams=7B, Types=AR, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.111,567
VILA-UParams=7B, Types=AR, Architecture Category=Uni. Purely2025.111,336
Emu3-ChatParams=8B, Types=AR, Architecture Category=Und. Only2025.111,244
Show-oParams=1.3B, Types=AR+Mask, Architecture Category=Uni. Double Image Encoders / Training Objectives2025.111,097
Emu3 + AIA (Ours)Params=8B, Types=AR, Architecture Category=Uni. Purely2025.111,084
Emu3Params=8B, Types=AR, Architecture Category=Uni. Purely, re-implemented=true2025.11910