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Real-world understanding on RealWorldQA (Score)

70.07ScoreDefender Iter. 3
67.615668.252868.8969.5272Jan 24, 2026

Evaluation results

MethodLinks
Defender Iter. 3Training Strategy=Iterative Co-evolution2026.0170.07
Ablation (Clean Data)Training Strategy=Ablation2026.0169.28
Defender Iter. 1Training Strategy=Iterative Co-evolution2026.0169.28
Defender Iter. 2Training Strategy=Iterative Co-evolution2026.0169.28
Liu et al. (All)Training Strategy=Finite Augmentation Datasets2026.0168.76
Yang et al.Training Strategy=Finite Augmentation Datasets2026.0168.24
Liu et al. (Insert)Training Strategy=Finite Augmentation Datasets2026.0168.24
Liu et al. (Add)Training Strategy=Finite Augmentation Datasets2026.0167.97
Base (M_def^(0))Training Strategy=Base2026.0167.71