Update README.md

README.md

@@ -25,6 +25,7 @@ configs:
 
 
  #### Cite this work:
+ ```
  @misc{toyin2025llmsgoodtextdiacritizers,
       title={Are LLMs Good Text Diacritizers? An Arabic and Yor\`ub\'a Case Study}, 
       author={Hawau Olamide Toyin and Samar M. Magdy and Hanan Aldarmaki},
@@ -33,4 +34,5 @@ configs:
       archivePrefix={arXiv},
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/2506.11602}, 
-}
+}
+```