Update README.md

README.md

@@ -8,6 +8,7 @@ tags:
 - sentence-transformers
 ---
 
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/662294730e805d4fcb06a892/L1BVVbCOAKeMQvs2rIrAD.png)
 
 # 🧠 Muffakir: Fine-tuned Arabic Model for RAG & Dense Retrieval
 
@@ -92,4 +93,14 @@ best_passage = passages[best_idx]
 print(f"🔍 Best matching passage: {best_passage}")
 ```
 
+
+
+@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}},
+}
+
+
 ---