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Zero-shot Language Modeling on LLaMA-3-1B

9.6Perplexity (PPL)FP Model
8.26817.25926.2535.241May 17, 2026

Evaluation results

MethodLinks
FP ModelBackbone=LLaMA-3-1B, Weight precision=Full, Activation precision=Full2026.059.658.5
WINQBackbone=LLaMA-3-1B, Weight precision=2-bit, Activation precision=4-bit, Hadamard transform=true2026.0516.949.3
QuESTBackbone=LLaMA-3-1B, Weight precision=2-bit, Activation precision=4-bit, Hadamard transform=false2026.0517.448.6
WINQBackbone=LLaMA-3-1B, Weight precision=1-bit, Activation precision=4-bit, Hadamard transform=true2026.0542.343
QuESTBackbone=LLaMA-3-1B, Weight precision=1-bit, Activation precision=4-bit, Hadamard transform=false2026.0542.942.4