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Multimodal Understanding on MMStar (5% Forget Set)

49.27Average ScoreVanilla
29.052434.301239.5544.7988Feb 21, 2025

Evaluation results

MethodLinks
VanillaBase Model=Idefics2, Forget Set Ratio=5%2025.0249.27
MANUBase Model=Idefics2, Forget Set Ratio=5%2025.0244.71
NPOBase Model=Idefics2, Forget Set Ratio=5%2025.0242.88
KL Minim.Base Model=Idefics2, Forget Set Ratio=5%2025.0241.09
Grad. DiffBase Model=Idefics2, Forget Set Ratio=5%2025.0241.02
GABase Model=Idefics2, Forget Set Ratio=5%2025.0240.9
VanillaBase Model=LLaVA, Forget Set Ratio=5%2025.0234.8
MANUBase Model=LLaVA, Forget Set Ratio=5%2025.0232.41
NPOBase Model=LLaVA, Forget Set Ratio=5%2025.0232.32
KL Minim.Base Model=LLaVA, Forget Set Ratio=5%2025.0231.29
Grad. DiffBase Model=LLaVA, Forget Set Ratio=5%2025.0230.13
GABase Model=LLaVA, Forget Set Ratio=5%2025.0229.83