Update README.md

README.md

@@ -535,11 +535,10 @@ Please refer to the following blogs to get started with using these techniques o
 Feel free to cite our Instella-3B models:
 
 ```text
-@misc{Instella,
-    title = {Instella: Fully Open Language Models with Stellar Performance},
-    url = {https://huggingface.co/amd/Instella-3B},
-    author = {Jiang Liu, Jialian Wu, Xiaodong Yu, Prakamya Mishra, Sudhanshu Ranjan, Zicheng Liu, Chaitanya Manem, Yusheng Su, Pratik Prabhanjan Brahma, Gowtham Ramesh, Ximeng Sun, Ze Wang, Emad Barsoum},
-    month = {March},
-    year = {2025}
+@article{instella,
+  title={Instella: Fully Open Language Models with Stellar Performance},
+  author={Liu, Jiang and Wu, Jialian and Yu, Xiaodong and Su, Yusheng and Mishra, Prakamya and Ramesh, Gowtham and Ranjan, Sudhanshu and Manem, Chaitanya and Sun, Ximeng and Wang, Ze and Brahma, Pratik Prabhanjan and Liu, Zicheng and Barsoum, Emad},
+  journal={arXiv preprint arXiv:2511.10628},
+  year={2025}
 }
 ```