r/LocalLLaMA
· Communities
[Paper] Statistically-Lossless Quantization of Large Language Models
Model quantization has become essential for efficient large language model deployment, yet existing approaches involve clear trade-offs: methods such as GPTQ and AWQ achieve practical compression but are lossy, while lossless techniques preserve fidelity but typically do not accelerate inference. This paper explores th