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Multidisciplinary knowledge and reasoning on MMMU (dev)

25.33ScoreDefender Iter. 3
17.706819.685921.66523.6441Jan 24, 2026

Evaluation results

MethodLinks
Defender Iter. 3Training Strategy=Iterative Co-evolution2026.0125.33
Defender Iter. 2Training Strategy=Iterative Co-evolution2026.0123.33
Yang et al.Training Strategy=Finite Augmentation Datasets2026.0122.67
Ablation (Clean Data)Training Strategy=Ablation2026.0121.33
Base (M_def^(0))Training Strategy=Base2026.0120.67
Liu et al. (Insert)Training Strategy=Finite Augmentation Datasets2026.0120.67
Defender Iter. 1Training Strategy=Iterative Co-evolution2026.0120
Liu et al. (Add)Training Strategy=Finite Augmentation Datasets2026.0119.33
Liu et al. (All)Training Strategy=Finite Augmentation Datasets2026.0118