Update README.md

README.md

@@ -94,13 +94,14 @@ print(f"🔍 Best matching passage: {best_passage}")
 ```
 
 
-
+```python
 @misc{muffakir2025,
   author = {Mohamed Khaled},
   title = {Muffakir: State-of-the-art Arabic-English Bi-Encoder for Dense Retrieval},
   year = {2025},
   howpublished = {\url{https://huggingface.co/your-username/Muffakir-embeddings-v2}},
 }
+```
 
 
 ---