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ResearchFormerly WizWand

Image Understanding on MathVista

74.3AccuracyBAGEL-Uni-Edit (Ours)
44.1451.9759.867.63Dec 16, 2025Jan 10, 2026Feb 5, 2026Mar 3, 2026Mar 29, 2026Apr 24, 2026May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
BAGEL-Uni-Edit (Ours)Training Stage=Stage 22026.0574.3
BAGEL-Uni-Edit (Ours)Training Stage=Stage 12026.0573.8
BAGEL2026.0573.2
BAGEL-RecA2026.0573.2
Uni-Edit w/o joint trainingjoint training=false2026.0573.2
BAGEL-AnyEdit2026.0571.9
Uni-Edit w/o VAE dropoutVAE dropout=false2026.0571.7
Uni-Edit ViT (und.) 224x224Resolution=224x2242026.0569.3
Uni-Edit ViT (und.) 224x980Resolution=224x9802026.0568.3
Uni-Edit ViT (und.) 378x980Resolution=378x9802026.0565.4
LaViDa-O2025.1256.9
Sparse-LaViDa2025.1256.7
+Uni-Edit (Ours)Base Model=Janus-Pro2026.0549.2
Janus-Pro2026.0545.3