Comprehensive Performance Retention Evaluation on Aggregate MLLM Benchmark Suite
100.31Average Performance RetentionV-Skip
Evaluation Results
| Method | Links | |
|---|---|---|
| V-SkipBase Model=LLaVA-1.5-7B, Hyperparameter (K/N)=N=192026.06 | 100.31 | |
| LLaVA-1.5-7BBase Model=LLaVA-1.5-7B2026.06 | 100 | |
| LLaVA-1.5-13BBase Model=LLaVA-1.5-13B2026.06 | 100 | |
| LLaVA-NeXT-7BBase Model=LLaVA-NeXT-7B2026.06 | 100 | |
| LLaVA-NeXT-13BBase Model=LLaVA-NeXT-13B2026.06 | 100 | |
| Qwen2.5-VL-7BBase Model=Qwen2.5-VL-7B2026.06 | 100 | |
| V-SkipBase Model=LLaVA-1.5-13B, Hyperparameter (K/N)=N=242026.06 | 99.77 | |
| V-SkipBase Model=LLaVA-NeXT-13B, Hyperparameter (K/N)=N=242026.06 | 99.75 | |
| ShortVBase Model=LLaVA-1.5-13B, Hyperparameter (K/N)=N=242026.06 | 99.5 | |
| V-SkipBase Model=LLaVA-NeXT-7B, Hyperparameter (K/N)=N=192026.06 | 98.42 | |
| ShortVBase Model=LLaVA-NeXT-13B, Hyperparameter (K/N)=N=242026.06 | 98 | |
| ShortVBase Model=LLaVA-1.5-7B, Hyperparameter (K/N)=N=192026.06 | 97.73 | |
| ShortVBase Model=LLaVA-NeXT-7B, Hyperparameter (K/N)=N=192026.06 | 97.27 | |
| VTWBase Model=LLaVA-1.5-13B, Hyperparameter (K/N)=K=202026.06 | 96.14 | |
| VTWBase Model=LLaVA-NeXT-13B, Hyperparameter (K/N)=K=202026.06 | 94.86 | |
| V-SkipBase Model=Qwen2.5-VL-7B, Hyperparameter (K/N)=N=72026.06 | 94.16 | |
| VTWBase Model=Qwen2.5-VL-7B, Hyperparameter (K/N)=K=72026.06 | 94 | |
| VTWBase Model=LLaVA-NeXT-7B, Hyperparameter (K/N)=K=162026.06 | 89.51 | |
| VTWBase Model=LLaVA-1.5-7B, Hyperparameter (K/N)=K=162026.06 | 88.71 | |
| ShortVBase Model=Qwen2.5-VL-7B, Hyperparameter (K/N)=N=72026.06 | 87.11 |