Update README.md

README.md

@@ -1,14 +1,25 @@
----
-license: apache-2.0
----
-This repository contains all the checkpoints referenced in the research **Towards Harmless Multimodal Assistants with Blind Preference Optimization**. 
-
-## 📂 Checkpoints Included
-- dpo checkpoint
-- bpo checkpoint
-- bpo analysis checkpoint
-
-## 📄 Citation
-If you use these checkpoints in your work, please cite the research article appropriately.
-
+---
+license: apache-2.0
+---
+This repository contains all the checkpoints referenced in the research **Towards Harmless Multimodal Assistants with Blind Preference Optimization**. 
+
+## 📂 Checkpoints Included
+- dpo checkpoint
+- bpo checkpoint
+- bpo analysis checkpoint
+
+## 📄 Citation
+If you use these checkpoints in your work, please cite the research article appropriately.
+```
+@misc{li2025harmlessmultimodalassistantsblind,
+      title={Towards Harmless Multimodal Assistants with Blind Preference Optimization}, 
+      author={Yongqi Li and Lu Yang and Jian Wang and Runyang You and Wenjie Li and Liqiang Nie},
+      year={2025},
+      eprint={2503.14189},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2503.14189}, 
+}
+```
+
 Thank you for your interest!