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ResearchFormerly WizWand

Multimodal Understanding on MMT (Speedup Ratio, Token Length)

3.85Speedup RatioDREAM-S
0.68841.50922.333.1508May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DREAM-SModel=LLaVA-v1.6 Vicuna-13B, Temperature=02026.053.855.56
DREAMModel=LLaVA-v1.6 Vicuna-13B, Temperature=02026.053.685.58
DREAM-SModel=LLaVA-v1.6 Vicuna-13B, Temperature=12026.053.515.37
EAGLE-3Model=LLaVA-v1.6 Vicuna-13B, Temperature=02026.053.454.9
DREAMModel=LLaVA-v1.6 Vicuna-13B, Temperature=12026.053.345.38
DREAM-SModel=SmolVLM-2B, Temperature=02026.053.123.94
DREAMModel=SmolVLM-2B, Temperature=02026.053.053.97
DREAM-SModel=Pixtral-12B, Temperature=02026.053.014.41
EAGLE-3Model=SmolVLM-2B, Temperature=02026.0533.94
DREAM-SModel=Pixtral-12B, Temperature=12026.052.983.93
EAGLE-2Model=SmolVLM-2B, Temperature=02026.052.963.89
DREAMModel=Pixtral-12B, Temperature=02026.052.934.52
DREAM-SModel=SmolVLM-2B, Temperature=12026.052.933.61
EAGLE-3Model=LLaVA-v1.6 Vicuna-13B, Temperature=12026.052.924.77
DREAMModel=Pixtral-12B, Temperature=12026.052.94.02
EAGLE-2Model=LLaVA-v1.6 Vicuna-13B, Temperature=02026.052.894.05
DREAMModel=SmolVLM-2B, Temperature=12026.052.883.66
EAGLE-3Model=Pixtral-12B, Temperature=02026.052.834.12
EAGLE-2Model=Pixtral-12B, Temperature=02026.052.813.95
EAGLE-3Model=Pixtral-12B, Temperature=12026.052.794.02
EAGLE-3Model=SmolVLM-2B, Temperature=12026.052.773.82
EAGLE-2Model=Pixtral-12B, Temperature=12026.052.763.81
DREAM-SModel=LLaVA-v1.6 Vicuna-7B, Temperature=02026.052.676.27
EAGLE-2Model=SmolVLM-2B, Temperature=12026.052.623.6
EAGLEModel=SmolVLM-2B, Temperature=02026.052.573.42
DREAMModel=LLaVA-v1.6 Vicuna-7B, Temperature=02026.052.526.4
DREAM-SModel=LLaVA-v1.6 Vicuna-7B, Temperature=12026.052.56.25
EAGLEModel=LLaVA-v1.6 Vicuna-13B, Temperature=02026.052.453.56
DREAMModel=LLaVA-v1.6 Vicuna-7B, Temperature=12026.052.396.29
EAGLE-3Model=LLaVA-v1.6 Vicuna-7B, Temperature=02026.052.385.72
EAGLEModel=Pixtral-12B, Temperature=02026.052.383.47
EAGLE-2Model=LLaVA-v1.6 Vicuna-13B, Temperature=12026.052.353.75
HydraModel=SmolVLM-2B, Temperature=02026.052.333.07
EAGLE-2Model=LLaVA-v1.6 Vicuna-7B, Temperature=02026.052.315.48
EAGLE-3Model=LLaVA-v1.6 Vicuna-7B, Temperature=12026.052.255.7
EAGLE-2Model=LLaVA-v1.6 Vicuna-7B, Temperature=12026.052.195.37
HydraModel=LLaVA-v1.6 Vicuna-13B, Temperature=02026.052.122.87
MedusaModel=SmolVLM-2B, Temperature=02026.052.122.71
EAGLEModel=LLaVA-v1.6 Vicuna-7B, Temperature=02026.052.15.04
MedusaModel=LLaVA-v1.6 Vicuna-13B, Temperature=02026.051.992.67
HydraModel=LLaVA-v1.6 Vicuna-7B, Temperature=02026.051.783.86
MedusaModel=LLaVA-v1.6 Vicuna-7B, Temperature=02026.051.582.88
HydraModel=Pixtral-12B, Temperature=02026.051.582.24
KangarooModel=LLaVA-v1.6 Vicuna-13B, Temperature=02026.051.431.77
MedusaModel=Pixtral-12B, Temperature=02026.051.371.81
KangarooModel=SmolVLM-2B, Temperature=12026.051.371.59
KangarooModel=LLaVA-v1.6 Vicuna-7B, Temperature=02026.051.322.11
KangarooModel=SmolVLM-2B, Temperature=02026.051.281.48
KangarooModel=Pixtral-12B, Temperature=02026.051.261.54
KangarooModel=LLaVA-v1.6 Vicuna-13B, Temperature=12026.051.231.57
KangarooModel=LLaVA-v1.6 Vicuna-7B, Temperature=12026.051.21.97
KangarooModel=Pixtral-12B, Temperature=12026.051.181.41
SPDModel=LLaVA-v1.6 Vicuna-7B, Temperature=02026.051.11.88
SPDModel=Pixtral-12B, Temperature=02026.051.081.51
SPDModel=LLaVA-v1.6 Vicuna-13B, Temperature=02026.051.071.78
SPDModel=SmolVLM-2B, Temperature=12026.051.071.47
SPDModel=SmolVLM-2B, Temperature=02026.051.021.33
SPDModel=LLaVA-v1.6 Vicuna-13B, Temperature=12026.050.881.22
SPDModel=LLaVA-v1.6 Vicuna-7B, Temperature=12026.050.831.19
SPDModel=Pixtral-12B, Temperature=12026.050.811.15