Update README.md

README.md

@@ -134,7 +134,9 @@ print(output_text)
 ## Citation
 
 ```bibtex
-@article{innovator-vl,
+@article{wen2026innovator,
   title={Innovator-VL: A Multimodal Large Language Model for Scientific Discovery},
-  year={2025}
+  author={Wen, Zichen and Yang, Boxue and Chen, Shuang and Zhang, Yaojie and Han, Yuhang and Ke, Junlong and Wang, Cong and others},
+  journal={arXiv preprint arXiv:2601.19325},
+  year={2026}
 }