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General Language Evaluation on 5 Datasets Zero-shot

72.87Average AccuracyQuEPT
33.942844.048954.15564.2611Feb 13, 2026

Evaluation results

MethodLinks
QuEPTModel=LLaMA-3-8B, Bits=W8A8, Zero-shot=true2026.0272.87
FP16Model=LLaMA-3-8B, Bits=FP16, Zero-shot=true2026.0272.65
QuEPTModel=LLaMA-3-8B, Bits=W6A6, Zero-shot=true2026.0271.56
QuEPTModel=LLaMA-3-8B, Bits=W5A5, Zero-shot=true2026.0270.99
SmoothQModel=LLaMA-3-8B, Bits=W6A6, Zero-shot=true2026.0270.5
OmniQModel=LLaMA-3-8B, Bits=W6A6, Zero-shot=true2026.0269.51
FP16Model=LLaMA-2-13B, Bits=FP16, Zero-shot=true2026.0269.35
AffineQModel=LLaMA-3-8B, Bits=W6A6, Zero-shot=true2026.0269.22
QuEPTModel=LLaMA-2-13B, Bits=W8A8, Zero-shot=true2026.0269.09
QuEPTModel=LLaMA-2-13B, Bits=W6A6, Zero-shot=true2026.0268.72
QuEPTModel=LLaMA-2-13B, Bits=W5A5, Zero-shot=true2026.0268.39
QuEPTModel=LLaMA-3-8B, Bits=W4A4, Zero-shot=true2026.0267.04
QuEPTModel=LLaMA-2-7B, Bits=W8A8, Zero-shot=true2026.0266.23
QuEPTModel=LLaMA-2-13B, Bits=W4A4, Zero-shot=true2026.0266.05
FP16Model=LLaMA-2-7B, Bits=FP16, Zero-shot=true2026.0265.71
QuEPTModel=LLaMA-2-7B, Bits=W6A6, Zero-shot=true2026.0265.48
DuQuantModel=LLaMA-3-8B, Bits=W4A4, Zero-shot=true2026.0265.05
OmniQModel=LLaMA-2-13B, Bits=W6A6, Zero-shot=true2026.0264.71
QuEPTModel=LLaMA-2-7B, Bits=W5A5, Zero-shot=true2026.0264.42
SmoothQModel=LLaMA-2-13B, Bits=W6A6, Zero-shot=true2026.0264.3
DuQuantModel=LLaMA-2-13B, Bits=W4A4, Zero-shot=true2026.0262.84
QuEPTModel=LLaMA-2-7B, Bits=W4A4, Zero-shot=true2026.0261.62
SmoothQModel=LLaMA-2-7B, Bits=W6A6, Zero-shot=true2026.0261.4
DuQuantModel=LLaMA-2-7B, Bits=W4A4, Zero-shot=true2026.0259.11
OmniQModel=LLaMA-2-7B, Bits=W6A6, Zero-shot=true2026.0258.56
QuaRotModel=LLaMA-3-8B, Bits=W4A4, Zero-shot=true2026.0257.16
QuaRotModel=LLaMA-2-7B, Bits=W4A4, Zero-shot=true2026.0254.55
QLLMModel=LLaMA-2-13B, Bits=W4A4, Zero-shot=true2026.0254.31
OmniQModel=LLaMA-2-13B, Bits=W4A4, Zero-shot=true2026.0253.13
QLLMModel=LLaMA-2-7B, Bits=W4A4, Zero-shot=true2026.0251.6
OmniQModel=LLaMA-2-7B, Bits=W4A4, Zero-shot=true2026.0249.13
OmniQModel=LLaMA-3-8B, Bits=W4A4, Zero-shot=true2026.0235.7
AffineQModel=LLaMA-3-8B, Bits=W4A4, Zero-shot=true2026.0235.44