Update README with revised documentation

README.md

@@ -57,14 +57,11 @@ A simple notebook to get started: [github_notebook_link](https://github.com/Sale
 If you're using any Moirai model or Uni2TS in your research or applications, please cite it using this BibTeX:
 
 ```markdown
-@misc{liu2025moirai20timeseries,
-      title={Moirai 2.0: When Less Is More for Time Series Forecasting}, 
-      author={Chenghao Liu and Taha Aksu and Juncheng Liu and Xu Liu and Hanshu Yan and Quang Pham and Silvio Savarese and Doyen Sahoo and Caiming Xiong and Junnan Li},
-      year={2025},
-      eprint={2511.11698},
-      archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2511.11698}, 
+@article{liu2025moirai,
+  title={Moirai 2.0: When less is more for time series forecasting},
+  author={Liu, Chenghao and Aksu, Taha and Liu, Juncheng and Liu, Xu and Yan, Hanshu and Pham, Quang and Savarese, Silvio and Sahoo, Doyen and Xiong, Caiming and Li, Junnan},
+  journal={arXiv preprint arXiv:2511.11698},
+  year={2025}
 }
 ```