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Commonsense Reasoning on Hella Swag

79.1AccuracyLlama3 8B
23.66838.05952.4566.841Feb 16, 2026

Evaluation results

MethodLinks
Llama3 8B2026.0279.1
COMPOTCR=0.22026.0273.5
LLM-PrunerCR=0.22026.0267.5
COMPOTCR=0.32026.0267.2
ReplaceMeCR=0.222026.0265.7
COMPOTCR=0.42026.0255.8
ReplaceMeCR=0.312026.0253.8
Qwen3-0.6BCompression Ratio=None2026.0247.4
LLM-PrunerCR=0.32026.0245.1
ReplaceMeCR=0.412026.0244.3
COMPOTCompression Ratio=0.22026.0242.6
COMPOT†Compression Ratio=0.22026.0240.6
COMPOTCompression Ratio=0.32026.0238.3
CoSpaDiCompression Ratio=0.22026.0237.5
COMPOT†Compression Ratio=0.32026.0234.8
SVD-LLMCompression Ratio=0.22026.0233
COMPOTCompression Ratio=0.42026.0232.7
CoSpaDiCompression Ratio=0.32026.0232.3
COMPOT†Compression Ratio=0.42026.0229.7
SVD-LLMCompression Ratio=0.32026.0229
CoSpaDiCompression Ratio=0.42026.0228.2
SVD-LLMCompression Ratio=0.42026.0226.9
LLM-PrunerCR=0.42026.0225.8