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ResearchFormerly WizWand

Commonsense Reasoning on HellaSwag (Zero-shot)

60.04Zero-shot AccuracyDense
24.347233.613642.8852.1464Oct 2, 2025
Updated 8mo ago

Evaluation results

MethodLinks
DenseSparsity=0%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1060.04
ELSASparsity=50%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1057.45
WandaSparsity=50%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1056.96
ALPSSparsity=50%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1056.71
SAFESparsity=50%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1056.59
L-ADMMSparsity=50%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1056.51
SparseGPTSparsity=50%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1055.95
MagnitudeSparsity=50%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1054.39
ELSASparsity=60%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1054.22
SAFESparsity=60%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1052.09
ALPSSparsity=60%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1051.97
L-ADMMSparsity=60%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1051.49
SparseGPTSparsity=60%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1049.38
WandaSparsity=60%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1048.71
ELSASparsity=70%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1047.52
MagnitudeSparsity=60%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1044.66
SAFESparsity=70%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1041.62
ALPSSparsity=70%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1040.86
L-ADMMSparsity=70%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1040.05
ELSASparsity=80%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1038.03
SparseGPTSparsity=70%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1036.27
ALPSSparsity=80%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1030.65
L-ADMMSparsity=80%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1029.67
WandaSparsity=70%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1029.25
ELSASparsity=90%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1028.65
SparseGPTSparsity=80%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1027.77
MagnitudeSparsity=70%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1027.53
SAFESparsity=80%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1027.44
ALPSSparsity=90%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1027.37
L-ADMMSparsity=90%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1027.08
WandaSparsity=80%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1026.81
SAFESparsity=90%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1026.02
MagnitudeSparsity=80%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1025.88
SparseGPTSparsity=90%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1025.87
WandaSparsity=90%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1025.8
MagnitudeSparsity=90%, Backbone=Llama-2 13B, Protocol=Zero-shot2025.1025.72