Update README.md

README.md

@@ -56,6 +56,13 @@ For evaluating on the dataset with LMMS-eval, please refer to this [repo](https:
 ## Citation 
 If you use the FGVQA benchmark suite in your research, please use the following BibTeX entry.
 ```
-
-
+@misc{marsili2025notenhancingvisualperception,
+      title={Same or Not? Enhancing Visual Perception in Vision-Language Models}, 
+      author={Damiano Marsili and Aditya Mehta and Ryan Y. Lin and Georgia Gkioxari},
+      year={2025},
+      eprint={2512.23592},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2512.23592}, 
+}
 ```