Update README.md

README.md

@@ -13,7 +13,7 @@ This repo contains AWQ model files for [PMC_LLaMA_13B](https://huggingface.co/ax
 
 ### About AWQ
 
-[AWQ](https://arxiv.org/abs/2306.00978) is a rapid, precise, and efficient low-bit weight quantization method, enabling 4-bit quantization with remarkable speed.
+[Activation-aware Weight Quantization (AWQ)](https://arxiv.org/abs/2306.00978) selectively preserves a subset of crucial weights for LLM performance instead of quantizing all weights in a model. This targeted approach minimizes quantization loss, allowing models to operate in 4-bit precision without compromising performance.
 
 Example of usage with vLLM library: