Update citation with correct paper BibTeX

README.md

@@ -120,7 +120,28 @@ Apache License 2.0.
 
 ## Citation
 
-A system-description paper for this submission is forthcoming (AraGenre
-2026 / ArabicNLP 2026). Until then, please cite the project repository:
+If you use this work, please cite our system-description paper:
+
+```bibtex
+@inproceedings{barmandah-etal-2026-namaa,
+  title = {NAMAA at AraGenre 2026: From Encoder Baselines to Self-Consistent LLM Ensembling for Hierarchical Arabic Genre Classification},
+  author = {Barmandah, Hassan and Elhosiny, Israa and El-Ghawi, Yousra and Nacar, Omer},
+  booktitle = {Proceedings of the 4th Arabic Natural Language Processing Conference (ArabicNLP 2026)},
+  address = {Budapest, Hungary},
+  publisher = {Association for Computational Linguistics},
+  year = {2026},
+}
+```
+
+Please also cite the AraGenre 2026 shared task overview paper:
 
-https://github.com/HasanBGit/Aragenre-Definition-Guided-Genre
+```bibtex
+@inproceedings{elhaj-etal-2026-aragenre,
+  title = {AraGenre 2026: A Hierarchical Definition-Guided Arabic Genre Classification Shared Task},
+  author = {El-Haj, Mo and Ezzini, Saad and Abudalfa, Shadi and Lamsiyah, Salima and Jarrar, Mustafa},
+  booktitle = {Proceedings of the 4th Arabic Natural Language Processing Conference (ArabicNLP 2026)},
+  address = {Budapest, Hungary},
+  publisher = {Association for Computational Linguistics},
+  year = {2026},
+}
+```