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ResearchFormerly WizWand

Zero-shot Classification on Eight Downstream Tasks Zero-Shot

47.7Accuracy (Zero-shot)Dense
28.938433.809238.6843.5508Sep 27, 2025
Updated 6mo ago

Evaluation results

MethodLinks
DenseSparsity=0%, Pattern=-, Model=LLaMA-3.2 1B2025.0947.7
DenseSparsity=0%, Pattern=-, Model=Gemma-3 1B2025.0947.01
DenseSparsity=0%, Pattern=-, Model=Qwen-2.5 0.5B2025.0946
PATCHJointSparsity=25%, Pattern=Dense/2:4 Tiles, Model=Gemma-3 1B2025.0944.07
PATCHJointSparsity=25%, Pattern=Dense/2:4 Tiles, Model=LLaMA-3.2 1B2025.0943.81
PATCHJointSparsity=35%, Pattern=Dense/2:4 Tiles, Model=Gemma-3 1B2025.0943.3
PATCHJointSparsity=45%, Pattern=Dense/2:4 Tiles, Model=Gemma-3 1B2025.0942.8
PATCHJointSparsity=35%, Pattern=Dense/2:4 Tiles, Model=LLaMA-3.2 1B2025.0942.72
PATCHJointSparsity=25%, Pattern=Dense/2:4 Tiles, Model=Qwen-2.5 0.5B2025.0942.39
PATCHJointSparsity=45%, Pattern=Dense/2:4 Tiles, Model=LLaMA-3.2 1B2025.0942.08
MaskLLMSparsity=50%, Pattern=2:4, Model=Gemma-3 1B2025.0941.84
PATCHJointSparsity=35%, Pattern=Dense/2:4 Tiles, Model=Qwen-2.5 0.5B2025.0941.15
MaskLLMSparsity=50%, Pattern=2:4, Model=LLaMA-3.2 1B2025.0941.04
PATCHJointSparsity=45%, Pattern=Dense/2:4 Tiles, Model=Qwen-2.5 0.5B2025.0940.29
MaskLLMSparsity=50%, Pattern=2:4, Model=Qwen-2.5 0.5B2025.0939.33
ProxSparseSparsity=50%, Pattern=2:4, Model=Gemma-3 1B2025.0936.63
ThanosSparsity=50%, Pattern=2:4, Model=LLaMA-3.2 1B2025.0935.71
SparseGPTSparsity=50%, Pattern=2:4, Model=Gemma-3 1B2025.0935.58
SparseGPTSparsity=50%, Pattern=2:4, Model=LLaMA-3.2 1B2025.0935.55
ThanosSparsity=50%, Pattern=2:4, Model=Gemma-3 1B2025.0935.09
SparseGPTSparsity=50%, Pattern=2:4, Model=Qwen-2.5 0.5B2025.0934.81
WandaSparsity=50%, Pattern=2:4, Model=Gemma-3 1B2025.0934.16
ProxSparseSparsity=50%, Pattern=2:4, Model=LLaMA-3.2 1B2025.0933.55
WandaSparsity=50%, Pattern=2:4, Model=Qwen-2.5 0.5B2025.0932.97
ProxSparseSparsity=50%, Pattern=2:4, Model=Qwen-2.5 0.5B2025.0932.05
MagnitudeSparsity=50%, Pattern=2:4, Model=Gemma-3 1B2025.0931.66
WandaSparsity=50%, Pattern=2:4, Model=LLaMA-3.2 1B2025.0931.61
ThanosSparsity=50%, Pattern=2:4, Model=Qwen-2.5 0.5B2025.0931.31
MagnitudeSparsity=50%, Pattern=2:4, Model=Qwen-2.5 0.5B2025.0930.16
MagnitudeSparsity=50%, Pattern=2:4, Model=LLaMA-3.2 1B2025.0929.66