Update README.md

README.md

@@ -37,12 +37,15 @@ The training process was monitored using `wandb`:
 
 ## Evaluation
 
-**Toxicity Assessment** was conducted using the **Hugging Face Evaluate** library to compare the SFT and DPO models. The results demonstrate that DPO training effectively reduced the model's toxicity levels while maintaining its general capabilities. 
+**Toxicity Assessment** was conducted using the **Hugging Face Evaluate** library to compare the SFT and DPO models, leveraging vLLM for efficient batch inference.
+
 The **toxicity score decreased by approximately 92%** (from 0.1011 to 0.0081) after DPO training.
 
 ![Toxicity Comparison](https://cdn-uploads.huggingface.co/production/uploads/64b36c0a26893eb6a6e63da3/Np2H_Z7xyOzpx2aU6e5rF.png)
 *Figure: Toxicity scores comparison between SFT and DPO models*
 
+The results demonstrate that DPO training effectively reduced the model's toxicity levels while maintaining its general capabilities. 
+
 ## Generation Like
 
 ```python