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@@ -94,10 +94,10 @@ And in the near future, we will also demonstrate how to launch the gradio demo o
 ## Citation
 If you found this work useful, please consider giving this repository a star and citing our paper as followed:
 ```
-@article{li2023finetuning,
-  title={Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative Instructions}, 
-  author={Li, Juncheng and Pan, Kaihang and Ge, Zhiqi and Gao, Minghe and Zhang, Hanwang and Ji, Wei and Zhang, Wenqiao and Chua, Tat-Seng and Tang, Siliang and Zhuang, Yueting},
-  journal={arXiv preprint arXiv:2308.04152},
+@inproceedings{li2023fine,
+  title={Fine-tuning multimodal llms to follow zero-shot demonstrative instructions},
+  author={Li, Juncheng and Pan, Kaihang and Ge, Zhiqi and Gao, Minghe and Ji, Wei and Zhang, Wenqiao and Chua, Tat-Seng and Tang, Siliang and Zhang, Hanwang and Zhuang, Yueting},
+  booktitle={The Twelfth International Conference on Learning Representations},
   year={2023}
 }
 ```