[Minor] Update News (#266)

Author: ys-2020

README.md

@@ -52,6 +52,7 @@ Check out [TinyChat](tinychat), which offers a turn-key solution for **on-device
 
 
 ## News
+- [2025/02] AWQ now supports BF16 precision. See example [here](https://github.com/mit-han-lab/llm-awq/blob/main/scripts/qwen2.5_example.sh).
 - [2024/10] 🔥⚡ Explore advancements in [TinyChat 2.0](./tinychat), the latest version with significant advancements in prefilling speed of Edge LLMs and VLMs, **1.5-1.7x** faster than the previous version of TinyChat. Please refer to the [README](./tinychat/README.md) and [blog](https://hanlab.mit.edu/blog/tinychat20) for more details. 
 - [2024/05] 🏆 AWQ receives the **Best Paper Award** at **MLSys 2024**. 🎉 
 - [2024/05] 🔥 The **VILA-1.5** model family which features **video understanding** is now supported in AWQ and TinyChat. Check out out online demo powered by TinyChat [here](https://vila.hanlab.ai). Example is [here](scripts/vila15_example.sh).