Update README.md

README.md

@@ -281,12 +281,11 @@ hf-align/scripts/run_dpo.py hf-align/recipes/AMD-OLMo-1B-dpo.yaml \
 
 Feel free to cite our AMD-OLMo models:
 ```bash
-@misc{AMD-OLMo,
-    title = {AMD-OLMo: A series of 1B language models trained from scratch by AMD on AMD Instinct™ MI250 GPUs.},
-    url = {https://huggingface.co/amd/AMD-OLMo},
-    author = {Jiang Liu, Jialian Wu, Prakamya Mishra, Zicheng Liu, Sudhanshu Ranjan, Pratik Prabhanjan Brahma, Yusheng Su, Gowtham Ramesh, Peng Sun, Zhe Li, Dong Li, Lu Tian, Emad Barsoum},
-    month = {October},
-    year = {2024}
+@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}
 }
 ```