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Multimodal Understanding on MM-Vet (5% Forget Set)

43.9Average ScoreVanilla
28.320832.365436.4140.4546Feb 21, 2025

Evaluation results

MethodLinks
VanillaBase Model=Idefics2, Forget Set Ratio=5%2025.0243.9
MANUBase Model=Idefics2, Forget Set Ratio=5%2025.0240.83
NPOBase Model=Idefics2, Forget Set Ratio=5%2025.0240.22
KL Minim.Base Model=Idefics2, Forget Set Ratio=5%2025.0238.61
Grad. DiffBase Model=Idefics2, Forget Set Ratio=5%2025.0236.67
GABase Model=Idefics2, Forget Set Ratio=5%2025.0235.12
VanillaBase Model=LLaVA, Forget Set Ratio=5%2025.0234.08
MANUBase Model=LLaVA, Forget Set Ratio=5%2025.0232.76
NPOBase Model=LLaVA, Forget Set Ratio=5%2025.0232.38
KL Minim.Base Model=LLaVA, Forget Set Ratio=5%2025.0231.29
Grad. DiffBase Model=LLaVA, Forget Set Ratio=5%2025.0230.28
GABase Model=LLaVA, Forget Set Ratio=5%2025.0228.92