[Minor] Update README.md

README.md

 # AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration [[Paper](https://arxiv.org/abs/2306.00978)]
 
-**Efficient and accurate** low-bit weight quantization (INT3/4) for LLMs, supporting **instruction-tuned** models and **multi-modal** LMs. 
+**Efficient and accurate** low-bit weight quantization (INT3/4) for LLMs, supporting **instruction-tuned** models and **multi-modal** LMs, democratizing LLMs on **edge devices**.
 
 ![overview](figures/overview.png)