Update README.md

README.md

@@ -2,7 +2,10 @@
 license: mit
 ---
 
+![cover.png](https://raw.githubusercontent.com/puar-playground/VisR-Bench/refs/heads/main/cover.png)
 
+## Testing Code:
+The GitHub repo for testing code: [VisR-Bench](https://github.com/puar-playground/VisR-Bench/tree/main)
 
 ## Data Download
 This is the page images of all documents of the VisR-Bench dataset.
@@ -10,4 +13,25 @@ This is the page images of all documents of the VisR-Bench dataset.
 git lfs install
 git clone https://huggingface.co/datasets/puar-playground/VisR-Bench
 ```
-The code above will download the `VisR-Bench` folder, which is required for testing retrieval performance. The GitHub repo for testing code: [VisR-Bench](https://github.com/puar-playground/VisR-Bench/tree/main).
+The code above will download the `VisR-Bench` folder, which is required for testing. 
+
+## Reference
+```
+@misc{chen2025visrbenchempiricalstudyvisual,
+      title={VisR-Bench: An Empirical Study on Visual Retrieval-Augmented Generation for Multilingual Long Document Understanding}, 
+      author={Jian Chen and Ming Li and Jihyung Kil and Chenguang Wang and Tong Yu and Ryan Rossi and Tianyi Zhou and Changyou Chen and Ruiyi Zhang},
+      year={2025},
+      eprint={2508.07493},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2508.07493}, 
+}
+
+@inproceedings{chen2025svrag,
+  title={{SV}-{RAG}: Lo{RA}-Contextualizing Adaptation of {MLLM}s for Long Document Understanding},
+  author={Jian Chen and Ruiyi Zhang and Yufan Zhou and Tong Yu and Franck Dernoncourt and Jiuxiang Gu and Ryan A. Rossi and Changyou Chen and Tong Sun},
+  booktitle={The Thirteenth International Conference on Learning Representations},
+  year={2025},
+  url={https://openreview.net/forum?id=FDaHjwInXO}
+}
+```