Update README.md

README.md

@@ -22,6 +22,25 @@ This model is a checkpoint based on the research in our paper:
 **Traffic-R1: Reinforced LLMs Bring Human-Like Reasoning to Traffic Signal Control Systems** 📄
 [https://arxiv.org/abs/2508.02344](https://arxiv.org/abs/2508.02344)
 
+## **Compatibility & Reproducibility** 🛠️
+
+This model supports a wide range of deployment methods compatible with the Qwen architecture. You can easily use it in a chat mode to interactively discuss traffic-related scenarios. 
+For more detailed information on deployment, please refer to the official [Qwen documentation](https://qwen.readthedocs.io/en/latest/).
+
+
+The model is compatible with the signal control evaluation code provided by **LLMLight** [https://github.com/usail-hkust/LLMTSCS]. You can quickly reproduce our results with minor changes to the prompt format.
+
+A big thanks to these excellent projects! 👏
+
+---
+
+## **Future Releases** 🚀
+
+We plan to release our evaluation code (most necessary) and training code soon.
+
+We are working on upgrading base mode Qwen 2.5->Qwen 3 for latest features.
+
+
 ---
 
 ### **Important Notice** ⚠️