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LLM Pruning Evaluation on PIQA and ARC-Easy

94.2Relative Retention (S_Com)SparseGPT
17.44837.37457.377.226Jun 2, 2026

Evaluation results

MethodLinks
SparseGPTCalibration=IGSP (ours), Model Scale=LLaMA-3.1-70B, Sparsity=60% unstructured2026.0694.2
SparseGPTCalibration=MetaMath, Model Scale=LLaMA-3.1-8B, Sparsity=60% unstructured2026.0681.83
MagnitudeCalibration=None, Model Scale=LLaMA-3.1-8B, Sparsity=60% unstructured2026.0620.4