Update README.md

README.md

@@ -165,14 +165,14 @@ The DuwatBench dataset follows a structured pipeline to ensure the accuracy, com
 If you use DuwatBench dataset in your research, please consider citing:
 
 ```bibtex
-@article{duwatbench2025,
-  title={DuwatBench: Bridging Language and Visual Heritage through an
-         Arabic Calligraphy Benchmark for Multimodal Understanding},
-  author={Patle, Shubham and Ghaboura, Sara and Tariq, Hania and
-          Khan, Mohammad Usman and Thawakar, Omkar and
-          Anwer, Rao Muhammad and Khan, Salman},
-  journal={arXiv preprint arXiv:XXXX.XXXXX},
-  year={2025}
+@misc{patle2026duwatbenchbridginglanguagevisual,
+      title={DuwatBench: Bridging Language and Visual Heritage through an Arabic Calligraphy Benchmark for Multimodal Understanding}, 
+      author={Shubham Patle and Sara Ghaboura and Hania Tariq and Mohammad Usman Khan and Omkar Thawakar and Rao Muhammad Anwer and Salman Khan},
+      year={2026},
+      eprint={2601.19898},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2601.19898}, 
 }
 ```
 ---