docs: update BibTeX to @article with arXiv journal and Last, First author format

README.md

@@ -95,13 +95,11 @@ The materialized parquets then point at `file://<absolute-path-to-paravt-source>
 ## Citation
 
 ```bibtex
-@misc{yang2026paravt,
-  title={{ParaVT}: Taming the Tool Prior Paradox for Parallel Tool Use in Agentic Video Reinforcement Learning},
-  author={Zuhao Yang and Kaichen Zhang and Sudong Wang and Keming Wu and Zhongyu Yang and Bo Li and Xiaojuan Qi and Shijian Lu and Xingxuan Li and Lidong Bing},
-  year={2026},
-  eprint={2605.20342},
-  archivePrefix={arXiv},
-  primaryClass={cs.CV}
+@article{yang2026paravt,
+  title={ParaVT: Taming the Tool Prior Paradox for Parallel Tool Use in Agentic Video Reinforcement Learning},
+  author={Yang, Zuhao and Zhang, Kaichen and Wang, Sudong and Wu, Keming and Yang, Zhongyu and Li, Bo and Qi, Xiaojuan and Lu, Shijian and Li, Xingxuan and Bing, Lidong},
+  journal={arXiv preprint arXiv:2605.20342},
+  year={2026}
 }
 ```