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ResearchFormerly WizWand

Visual World Modelling on Something-Something

7.37GPT-4o ScoreUNIWORLD-V1
0.70362.43434.1655.8957Feb 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
UNIWORLD-V12026.027.370.2577
OMNIGEN2026.027.110.4680
BAGEL-14B2026.026.90.1682
OMNIGEN22026.0260.2182
SWIRL (ITERATIVE)Method Strategy (SFT/Bootstrap/SWIRL)=SWIRL (ITERATIVE)2026.023.960.2174
LIQUID-SFTTest-time Verification (N)=82026.023.740.2174
SWIRL (ITER. + SHARE)Method Strategy (SFT/Bootstrap/SWIRL)=SWIRL (ITER. + SHARE)2026.023.730.3174
LIQUID-SFTTest-time Verification (N)=42026.023.440.2576
SWIRL (IDM → FWM)Method Strategy (SFT/Bootstrap/SWIRL)=SWIRL (IDM → FWM)2026.023.440.3374
LIQUID-SFTTest-time Verification (N)=22026.023.40.2176
CHAMELEON-SFT2026.023.11——
CHAMELEON-BOOTSTRAP2026.023.11——
LIQUID-SFTMethod Strategy (SFT/Bootstrap/SWIRL)=SFT2026.0230.2774
BLIP3O-NEXT2026.022.860.3566
LIQUID-BOOTSTRAPMethod Strategy (SFT/Bootstrap/SWIRL)=Bootstrap2026.022.860.2975
SMARTEDIT2026.022.81——
GOT2026.022.62——
InstructPix2Pix2026.020.96——