Update README.md

README.md

@@ -87,7 +87,7 @@ We introduced **four types of common Arabic text errors** to enhance the dataset
    - Replaced letters with phonetically similar ones.  
    - Example: `ن` ↔ `م`, `س` ↔ `ث`.  
 
-4. **Diacritic Errors** ٍّ ُٰ  
+4. **Diacritic Errors** 🐪  
    - Altered or removed Arabic diacritics (`Tashkeel`).  
    - Example: `كَتَبَ` → `كَتُبَ`.  
 
@@ -110,20 +110,22 @@ print(dataset['train'][0]) # Show first sample
 ## Collaborators
 
 - **[Basma M.](https://huggingface.co/FlouBsy)** (Main Contributor)
-- **[Selsabeel A.](https://huggingface.co/TheirUsernameHere)**
+- **[Selsabeel A.](https://huggingface.co/Selsabeel)**
 
 ## Citations
 
+```
 @misc{arabic_tashkeel_dataset,
-  author = {[Original Dataset Author](https://huggingface.co/Abdou)},
-  title = {Arabic Tashkeel Dataset},
+  author = [Abdou](https://huggingface.co/Abdou),
+  title = {{Arabic Tashkeel Dataset}},
   year = {2024},
   url = {https://huggingface.co/datasets/Abdou/arabic-tashkeel-dataset}
 }
 
 @misc{Text-with-Diacritics-Correction,
   author = {Basma M., Selsabeel A.},
-  title = {Arabic Speech & Typing Errors with Diacritics Dataset},
+  title = {{Arabic Speech & Typing Errors with Diacritics Dataset}},
   year = {2025},
   url = {https://huggingface.co/datasets/FlouBsy/Text-with-Diacritics-Correction}
-}
+}
+```