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Quantization Optimization on LLaMA

0.1Optimization Time (hours)BWLA
-0.2762.2624.87.338May 1, 2026

Evaluation results

MethodLinks
BWLAModel=LLaMA2-7B2026.050.13
BWLAModel=LLaMA3-8B2026.050.123.3
BWLAModel=LLaMA2-13B2026.050.253.2
OSTQuantModel=LLaMA2-7B2026.050.3—
OSTQuantModel=LLaMA3-8B2026.050.4—
OSTQuantModel=LLaMA2-13B2026.050.8—
BWLAModel=LLaMA2-70B2026.051.43.9
OmniquantModel=LLaMA2-7B2026.051.6—
OmniquantModel=LLaMA3-8B2026.051.8—
OmniquantModel=LLaMA2-13B2026.053.3—
OSTQuantModel=LLaMA2-70B2026.055.5—
OmniquantModel=LLaMA2-70B2026.059.5—