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Commonsense Reasoning on HSwag (accuracy)

82.52HSwag AccuracyOPTIMER
25.611240.385655.1669.9344Jul 10, 2025Aug 22, 2025Oct 5, 2025Nov 18, 2025Jan 1, 2026Feb 14, 2026Mar 30, 2026

Evaluation results

MethodLinks
OPTIMERBase Model=Gemma 3 27B2026.0382.52
OPTIMERBase Model=SEA-LION v42026.0382.49
SEA-LION v4 27B IT2026.0369.13
OriginalModel=LLaMA-3.2-1B-Instruct, Compression Ratio=100%, Precision=fp162025.0760.7
Gemma 3 27B IT2026.0355.91
COALAμModel=LLaMA-3.2-1B-Instruct, Compression Ratio=90%, Precision=fp162025.0736.6
SVD-LLMModel=LLaMA-3.2-1B-Instruct, Compression Ratio=90%, Precision=fp162025.0734.6
COALAμ=0Model=LLaMA-3.2-1B-Instruct, Compression Ratio=90%, Precision=fp162025.0734.6
ASVDModel=LLaMA-3.2-1B-Instruct, Compression Ratio=90%, Precision=fp162025.0727.8