Update README.md

README.md

@@ -34,7 +34,32 @@ Traffic signal control (TSC) is vital for mitigating congestion and sustaining u
 This model supports a wide range of deployment methods compatible with the Qwen architecture, including those provided by the `transformers` library. 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.
+The model is compatible with the signal control evaluation code provided by **LLMLight** [https://github.com/usail-hkust/LLMTSCS]. 
+
+You can easily reproduce our results with minor changes to the prompt format.
+
+#### Quick Reproduction Steps
+
+1. **Clone the Repository**:
+   ```bash
+   git clone https://github.com/usail-hkust/LLMTSCS
+   ```
+
+2. **Create a Related Environment**:
+   Follow the instructions in the repository to set up the necessary environment.
+
+3. **Run the Script**:
+   ```bash
+   python run_open_LLM_with_vllm.py \
+    --llm_model LLM_MODEL_NAME_ONLY_FOR_LOG \
+    --llm_path LLM_PATH (input the location of Traffic-R1's checkpoint) \
+    --dataset hangzhou \
+    --traffic_file anon_4_4_hangzhou_real.json \
+    --proj_name TSCS
+   ```
+
+Important Note: The format prompt of LLMLight is inconsistent with Traffic-R1.
+For more stable results, consider making changes to LLMLight's format prompt codes.
 
 A big thanks to these excellent projects! 👏
 
@@ -42,9 +67,8 @@ 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.
+We are working on upgrading base mode Qwen 2.5-> Qwen 3/VL for the latest features.
 
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