Update README.md

README.md

@@ -345,7 +345,17 @@ The images are stored Pillow (PIL) Images in HuggingFace Dataset format
 The questions, corpus, questions-corpus pairs are stored in parquet/BEIR format
 
 ### Reference(s):
-Paper to be published.
+```
+@misc{osmulsk2025miraclvisionlargemultilingualvisual,
+      title={MIRACL-VISION: A Large, multilingual, visual document retrieval benchmark}, 
+      author={Radek Osmulsk and Gabriel de Souza P. Moreira and Ronay Ak and Mengyao Xu and Benedikt Schifferer and Even Oldridge},
+      year={2025},
+      eprint={2505.11651},
+      archivePrefix={arXiv},
+      primaryClass={cs.IR},
+      url={https://arxiv.org/abs/2505.11651}, 
+}
+```
 
 ### Ethical Considerations:
 NVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications.  When downloaded or used in accordance with our terms of service, developers should work with their internal model team to ensure this model meets requirements for the relevant industry and use case and addresses unforeseen product misuse.