Update README.md

README.md

@@ -146,11 +146,15 @@ This model card is adapted from [ColPali Model Card](https://huggingface.co/vido
 If you plan to use ColFlor in your research, please consider citing us as follows:
 
 ```bibtex
-@misc{masry2024colflor,
-    title={ColFlor: Towards BERT-Size Vision-Language Document Retrieval Models},
-    url={https://huggingface.co/blog/ahmed-masry/colflor},
-    author={Masry, Ahmed},
-    month={October},
-    year={2024}
+@INPROCEEDINGS{11204231,
+  author={Masry, Ahmed and Hoque, Enamul},
+  booktitle={2025 IEEE 35th International Workshop on Machine Learning for Signal Processing (MLSP)}, 
+  title={Colflor: Towards Bert-Size Vision-Language Document Retrieval Models}, 
+  year={2025},
+  volume={},
+  number={},
+  pages={1-5},
+  keywords={Measurement;Visualization;Image coding;Computational modeling;Optical character recognition;Pipelines;Machine learning;Signal processing;Real-time systems;Multilingual;Multimodal document understanding;Vision language models;Information Retrieval},
+  doi={10.1109/MLSP62443.2025.11204231}
 }
 ```