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ResearchFormerly WizWand

Comprehensive Performance Retention Evaluation on Aggregate MLLM Benchmark Suite

100.31Average Performance RetentionV-Skip
86.58290.14693.7197.274Jun 7, 2026
Updated 4mo ago

Evaluation results

MethodLinks
V-SkipBase Model=LLaVA-1.5-7B, Hyperparameter (K/N)=N=192026.06100.31
LLaVA-1.5-7BBase Model=LLaVA-1.5-7B2026.06100
LLaVA-1.5-13BBase Model=LLaVA-1.5-13B2026.06100
LLaVA-NeXT-7BBase Model=LLaVA-NeXT-7B2026.06100
LLaVA-NeXT-13BBase Model=LLaVA-NeXT-13B2026.06100
Qwen2.5-VL-7BBase Model=Qwen2.5-VL-7B2026.06100
V-SkipBase Model=LLaVA-1.5-13B, Hyperparameter (K/N)=N=242026.0699.77
V-SkipBase Model=LLaVA-NeXT-13B, Hyperparameter (K/N)=N=242026.0699.75
ShortVBase Model=LLaVA-1.5-13B, Hyperparameter (K/N)=N=242026.0699.5
V-SkipBase Model=LLaVA-NeXT-7B, Hyperparameter (K/N)=N=192026.0698.42
ShortVBase Model=LLaVA-NeXT-13B, Hyperparameter (K/N)=N=242026.0698
ShortVBase Model=LLaVA-1.5-7B, Hyperparameter (K/N)=N=192026.0697.73
ShortVBase Model=LLaVA-NeXT-7B, Hyperparameter (K/N)=N=192026.0697.27
VTWBase Model=LLaVA-1.5-13B, Hyperparameter (K/N)=K=202026.0696.14
VTWBase Model=LLaVA-NeXT-13B, Hyperparameter (K/N)=K=202026.0694.86
V-SkipBase Model=Qwen2.5-VL-7B, Hyperparameter (K/N)=N=72026.0694.16
VTWBase Model=Qwen2.5-VL-7B, Hyperparameter (K/N)=K=72026.0694
VTWBase Model=LLaVA-NeXT-7B, Hyperparameter (K/N)=K=162026.0689.51
VTWBase Model=LLaVA-1.5-7B, Hyperparameter (K/N)=K=162026.0688.71
ShortVBase Model=Qwen2.5-VL-7B, Hyperparameter (K/N)=N=72026.0687.11