Update README.md

README.md

@@ -30,7 +30,7 @@ The latest granite embedding r2 release introduces two English embedding models,
 
 - **Developed by:** Granite Embedding Team, IBM
 - **Repository:** [ibm-granite/granite-embedding-models](https://github.com/ibm-granite/granite-embedding-models)
-- **Paper:** Coming Soon
+- **Paper:** [Granite Embedding R2 Models](https://arxiv.org/abs/2508.21085)
 - **Language(s) (NLP):** English
 - **Release Date**: Aug 15, 2025
 - **License:** [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0)
@@ -209,14 +209,14 @@ Granite-embedding-english-r2 leverages both permissively licensed open-source an
 
 ## Citation
 ```
-@misc{awasthy2025graniteembeddingmodels,
-      title={Granite Embedding Models}, 
-      author={Parul Awasthy and Aashka Trivedi and Yulong Li and Mihaela Bornea and David Cox and Abraham Daniels and Martin Franz and Gabe Goodhart and Bhavani Iyer and Vishwajeet Kumar and Luis Lastras and Scott McCarley and Rudra Murthy and Vignesh P and Sara Rosenthal and Salim Roukos and Jaydeep Sen and Sukriti Sharma and Avirup Sil and Kate Soule and Arafat Sultan and Radu Florian},
+@misc{awasthy2025graniteembeddingr2models,
+      title={Granite Embedding R2 Models}, 
+      author={Parul Awasthy and Aashka Trivedi and Yulong Li and Meet Doshi and Riyaz Bhat and Vignesh P and Vishwajeet Kumar and Yushu Yang and Bhavani Iyer and Abraham Daniels and Rudra Murthy and Ken Barker and Martin Franz and Madison Lee and Todd Ward and Salim Roukos and David Cox and Luis Lastras and Jaydeep Sen and Radu Florian},
       year={2025},
-      eprint={2502.20204},
+      eprint={2508.21085},
       archivePrefix={arXiv},
-      primaryClass={cs.IR},
-      url={https://arxiv.org/abs/2502.20204}, 
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2508.21085}, 
 }
 ```