Speculative Decoding on MMSPEC 1.0 (test)
2.27GQA SpeedupMSD
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MSDModel=Qwen2.5-VL-7B, Category=Training-based2026.03 | 2.27 | 2.32 | 2.37 | 1.8 | 2.35 | 2.03 | 2.67 | 1.96 | 2.42 | 4.06 | 2.51 | 2.78 | 2.57 | 2.58 | |
| MSDModel=LLaVA-1.5-7B, Category=Training-based2026.03 | 1.92 | 3.62 | 3.68 | 1.88 | 3.7 | 2.48 | 3.74 | 1.97 | 3.49 | 2.47 | 3.68 | 2.49 | 3.66 | 2.38 | |
| ViSpecModel=LLaVA-1.5-7B, Category=Training-based2026.03 | 1.83 | 2.52 | 2.34 | 2 | 3.44 | 2.83 | 3.01 | 2.4 | 3 | 2.59 | 3.01 | 2.68 | 3 | 2.58 | |
| EAGLE-1Model=Qwen2.5-VL-7B, Category=Training-based2026.03 | 1.81 | 2.41 | 2.04 | 1.28 | 2.46 | 2.59 | 2.24 | 1.93 | 2.46 | 2.22 | 2.33 | 2.14 | 2.36 | 2.11 | |
| EAGLE-2Model=Qwen2.5-VL-7B, Category=Training-based2026.03 | 1.73 | 1.79 | 1.52 | 1.17 | 1.7 | 2.32 | 1.87 | 1.95 | 1.86 | 2.56 | 1.78 | 1.92 | 1.78 | 2.02 | |
| ViSpecModel=Qwen2.5-VL-7B, Category=Training-based2026.03 | 1.67 | 2.01 | 1.26 | 1.12 | 1.75 | 2.07 | 1.57 | 1.72 | 1.28 | 1.52 | 1.15 | 1.42 | 1.29 | 1.51 | |
| RecyclingModel=LLaVA-1.5-7B, Category=Training-free2026.03 | 1.6 | 0.31 | 0.19 | 1.87 | 1.12 | 1.05 | 0.94 | 0.72 | 0.62 | 1.29 | 1 | 2.37 | 0.88 | 1.54 | |
| MedusaModel=LLaVA-1.5-7B, Category=Training-based2026.03 | 1.56 | 1.12 | 0.77 | 1.65 | 0.84 | 1.32 | 0.95 | 1.88 | 1.07 | 1.66 | 1.52 | 1.06 | 1.3 | 1.26 | |
| SAMModel=Qwen2.5-VL-7B, Category=Training-free2026.03 | 1.33 | 0.11 | 0.1 | 1.23 | 0.16 | 1.48 | 0.51 | 2.04 | 0.19 | 6.53 | 0.27 | 2.04 | 0.23 | 2.17 | |
| MedusaModel=Qwen2.5-VL-7B, Category=Training-based2026.03 | 1.29 | 0.82 | 0.66 | 1.01 | 0.72 | 1.55 | 0.92 | 1.59 | 0.82 | 1.99 | 0.82 | 1.38 | 0.8 | 1.49 | |
| PLDModel=LLaVA-1.5-7B, Category=Training-free2026.03 | 1.2 | 0.14 | 0.03 | 1.14 | 0.01 | 0.99 | 1.26 | 1.13 | 2.04 | 1.96 | 0.48 | 2.67 | 0.6 | 1.77 | |
| EAGLE-1Model=LLaVA-1.5-7B, Category=Training-based2026.03 | 1.17 | 0.89 | 0.68 | 1.12 | 0.73 | 1.19 | 0.81 | 1.21 | 0.76 | 1.19 | 0.77 | 1.25 | 0.76 | 1.22 | |
| EAGLE-2Model=LLaVA-1.5-7B, Category=Training-based2026.03 | 1.14 | 0.65 | 0.54 | 1.13 | 0.57 | 1.18 | 0.65 | 1.22 | 0.56 | 1.17 | 0.58 | 1.23 | 0.58 | 1.2 | |
| LookaheadModel=LLaVA-1.5-7B, Category=Training-free2026.03 | 1.09 | 0.37 | 0.14 | 0.97 | 0.15 | 0.92 | 0.52 | 1.19 | 1.7 | 1.91 | 0.46 | 1.11 | 0.52 | 1.17 | |
| SAMModel=LLaVA-1.5-7B, Category=Training-free2026.03 | 1.09 | 0.31 | 0.11 | 0.93 | 0.07 | 0.87 | 0.42 | 1.14 | 1.08 | 1.63 | 0.34 | 1.11 | 0.38 | 1.13 | |
| LookaheadModel=Qwen2.5-VL-7B, Category=Training-free2026.03 | 1.06 | 0.2 | 0.07 | 0.77 | 0.11 | 1.08 | 0.43 | 1.34 | 0.65 | 1.47 | 0.3 | 0.95 | 0.33 | 1.07 | |
| EAGLE-3Model=Qwen2.5-VL-7B, Category=Training-based2026.03 | 1.02 | 0.43 | 0.22 | 0.83 | 0.38 | 1.17 | 0.22 | 1.09 | 0.16 | 0.85 | 0.25 | 0.97 | 0.24 | 0.96 | |
| RecyclingModel=Qwen2.5-VL-7B, Category=Training-free2026.03 | 1.02 | 0.05 | 0.04 | 0.8 | 0.05 | 1.04 | 0.17 | 0.87 | 0.13 | 1.08 | 0.12 | 1.09 | 0.11 | 1.04 | |
| PLDModel=Qwen2.5-VL-7B, Category=Training-free2026.03 | 1.01 | 0.03 | 0 | 0.78 | 0 | 1 | 0.29 | 1.04 | 0.26 | 1.16 | 0.2 | 1.06 | 0.17 | 1.05 | |
| AR BaselineModel=Qwen2.5-VL-7B2026.03 | 1 | — | — | 1 | — | 1 | — | 1 | — | 1 | — | 1 | — | 1 | |
| AR BaselineModel=LLaVA-1.5-7B2026.03 | 1 | — | — | 1 | — | 1 | — | 1 | — | 1 | — | 1 | — | 1 | |
| EAGLE-3Model=LLaVA-1.5-7B, Category=Training-based2026.03 | 0.68 | 0.06 | 0.07 | 0.71 | 0.1 | 0.73 | 0.06 | 0.72 | 0.01 | 0.68 | 0.03 | 0.69 | 0.04 | 0.7 |