Update README.md

README.md

@@ -55,11 +55,13 @@ Research on:
 ## Citation
 
 ```bibtex
-@article{ternarylm2026,
-  title={TernaryLM: Native 1-Bit Transformer Training},
-  author={Nisharg Nargund and Priyesh Shukla},
-  year={2026},
-  eprint={2602.07374},
-  archivePrefix={arXiv}
+@misc{nargund2026ternarylmmemoryefficientlanguagemodeling,
+      title={TernaryLM: Memory-Efficient Language Modeling via Native 1-Bit Quantization with Adaptive Layer-wise Scaling}, 
+      author={Nisharg Nargund and Priyesh Shukla},
+      year={2026},
+      eprint={2602.07374},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2602.07374}, 
 }
 ```