Update README.md

README.md

@@ -137,13 +137,10 @@ Scaling relationship between generation benchmark performance (X-axis) and repre
 If you find LCO-Embedding useful for your research and applications, please cite using this BibTeX:
 
 ```bibtex
-@misc{xiao2025scaling,
-    title={Scaling Language-Centric Omnimodal Representation Learning}, 
-    author={Chenghao Xiao and Hou Pong Chan and Hao Zhang and Weiwen Xu and Mahani Aljunied and Yu Rong},
-    year={2025},
-    eprint={2510.11693},
-    archivePrefix={arXiv},
-    primaryClass={cs.CL},
-    url={https://arxiv.org/abs/2510.11693}, 
+@article{xiao2025scaling,
+  title={Scaling Language-Centric Omnimodal Representation Learning},
+  author={Xiao, Chenghao and Chan, Hou Pong and Zhang, Hao and Xu, Weiwen and Aljunied, Mahani and Rong, Yu},
+  journal={arXiv preprint arXiv:2510.11693},
+  year={2025}
 }
 ```