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Model Compression Time on WikiText

196.34Compression Time (s)COALA
35.77361,119.59682,203.423,287.2432Jul 10, 2025

Evaluation results

MethodLinks
COALAModel=LLaMA3-1B, #Samples=642025.07196.34
SVD-LLMModel=LLaMA3-1B, #Samples=642025.07273.93
SVD-LLM V2Model=LLaMA3-1B, #Samples=642025.07404.88
COALAModel=LLaMA3-8B, #Samples=1282025.071,811
SVD-LLMModel=LLaMA3-8B, #Samples=1282025.073,624.88
SVD-LLM V2Model=LLaMA3-8B, #Samples=1282025.074,210.5