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Commonsense Reasoning on HSwag

53.27Normalized PLL ScoreBF16 Baseline
20.853229.269137.68546.1009Jul 24, 2025Aug 17, 2025Sep 10, 2025Oct 4, 2025Oct 28, 2025Nov 21, 2025Dec 16, 2025

Evaluation results

MethodLinks
BF16 BaselineAvg. Bitwidth=16.000, Zero-shot=true2025.0753.27
SSQR-3%Avg. Bitwidth=5.085, Zero-shot=true2025.0753.03
HPTQAvg. Bitwidth=4.125, Zero-shot=true2025.0753.02
SSQR-5%Avg. Bitwidth=5.725, Zero-shot=true2025.0752.88
SSQR-4%Avg. Bitwidth=5.405, Zero-shot=true2025.0752.8
SSQR-2%Avg. Bitwidth=4.765, Zero-shot=true2025.0752.49
SSQR-1%Avg. Bitwidth=4.445, Zero-shot=true2025.0752.37
GPTQAvg. Bitwidth=4.125, Zero-shot=true2025.0752.29
HPTQAvg. Bitwidth=3.125, Zero-shot=true2025.0751.76
SSQR-5%Avg. Bitwidth=4.725, Zero-shot=true2025.0751.32
SSQR-4%Avg. Bitwidth=4.405, Zero-shot=true2025.0751.08
SSQR-3%Avg. Bitwidth=4.085, Zero-shot=true2025.0750.98
SSQR-2%Avg. Bitwidth=3.765, Zero-shot=true2025.0750.88
SSQR-1%Avg. Bitwidth=3.445, Zero-shot=true2025.0750.55
GPTQAvg. Bitwidth=3.125, Zero-shot=true2025.0747.25
HPTQAvg. Bitwidth=2.125, Zero-shot=true2025.0744.54
SSQR-5%Avg. Bitwidth=3.725, Zero-shot=true2025.0741.37
SSQR-4%Avg. Bitwidth=3.405, Zero-shot=true2025.0740.66
SSQR-3%Avg. Bitwidth=3.085, Zero-shot=true2025.0739.87
SSQR-2%Avg. Bitwidth=2.765, Zero-shot=true2025.0734.12
SSQR-1%Avg. Bitwidth=2.445, Zero-shot=true2025.0731.14
GPTQAvg. Bitwidth=2.125, Zero-shot=true2025.0728.06
DualRepetitions=32, Alpha (α)=3/42025.1227.8
DualRepetitions=128, Alpha (α)=1/82025.1225
Masked-DiffusionRepetitions=32, Alpha (α)=02025.1224.1
Masked-DiffusionRepetitions=128, Alpha (α)=0:12025.1222.1