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LLM Pruning Evaluation on Math Dimension GSM8K Minerva

68.1Relative Retention (Math)SparseGPT
48.298453.439258.5863.7208Jun 2, 2026

Evaluation results

MethodLinks
SparseGPTCalibration=MetaMath, Model Scale=LLaMA-3.1-70B, Sparsity=60% unstructured2026.0668.1
SparseGPTCalibration=GSM8K, Model Scale=LLaMA-3.1-8B, Sparsity=60% unstructured2026.0649.06