Update README.md

README.md

@@ -8,7 +8,7 @@ library_name: transformers
 pipeline_tag: video-text-to-text
 ---
 
-<a href='https://arxiv.org/abs/2501.13919v1'><img src='https://img.shields.io/badge/arXiv-paper-red'></a><a href='https://ruili33.github.io/tpo_website/'><img src='https://img.shields.io/badge/project-TPO-blue'></a><a href='https://huggingface.co/collections/ruili0/temporal-preference-optimization-67874b451f65db189fa35e10'><img src='https://img.shields.io/badge/huggingface-datasets-green'></a>
+<a href='https://arxiv.org/abs/2501.13919v2'><img src='https://img.shields.io/badge/arXiv-paper-red'></a><a href='https://ruili33.github.io/tpo_website/'><img src='https://img.shields.io/badge/project-TPO-blue'></a><a href='https://huggingface.co/collections/ruili0/temporal-preference-optimization-67874b451f65db189fa35e10'><img src='https://img.shields.io/badge/huggingface-datasets-green'></a>
 <a href='https://huggingface.co/collections/ruili0/temporal-preference-optimization-67874b451f65db189fa35e10'><img src='https://img.shields.io/badge/model-checkpoints-yellow'></a> 
 <a href='https://github.com/ruili33/TPO'><img src='https://img.shields.io/badge/github-repository-purple'></a> 
 <img src="cvpr_figure_TPO.png"></img>
@@ -90,15 +90,12 @@ This project utilizes certain datasets and checkpoints that are subject to their
 
 **BibTeX:**
 ```
-@misc{li2025temporalpreferenceoptimizationlongform,
-      title={Temporal Preference Optimization for Long-Form Video Understanding}, 
-      author={Rui Li and Xiaohan Wang and Yuhui Zhang and Zeyu Wang and Serena Yeung-Levy},
-      year={2025},
-      eprint={2501.13919},
-      archivePrefix={arXiv},
-      primaryClass={cs.CV},
-      url={https://arxiv.org/abs/2501.13919}, 
-}
+@article{li2025temporal,
+      title={Temporal Preference Optimization for Long-Form Video Understanding},
+      author={Li, Rui and Wang, Xiaohan and Zhang, Yuhui and Wang, Zeyu and Yeung-Levy, Serena},
+      journal={arXiv preprint arXiv:2501.13919},
+      year={2025}
+    }
 ```
 
 **References:**