Update README.md

README.md

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 ## LLMDet: Learning Strong Open-Vocabulary Object Detectors under the Supervision of Large Language Models
 
-This is the official PyTorch implementation of [LLMDet](). Please see our [GitHub](https://github.com/iSEE-Laboratory/LLMDet).
+This is the official PyTorch implementation of [LLMDet](https://arxiv.org/abs/2501.18954). Please see our [GitHub](https://github.com/iSEE-Laboratory/LLMDet).
 
 ### 1 Introduction
 
@@ -108,12 +108,14 @@ LLMDet is released under the Apache 2.0 license. Please see the LICENSE file for
 
 ### 7 Bibtex
 
-If you find our work helpful for your research, please consider citing our paper (Coming very soon!).
+If you find our work helpful for your research, please consider citing our paper.
 
 ```
 @article{fu2025llmdet,
   title={Frozen-DETR: Enhancing DETR with Image Understanding from Frozen Foundation Models},
   author={Fu, Shenghao and Yang, Qize and Mo, Qijie and Yan, Junkai and Wei, Xihan and Meng, Jingke and Xie, Xiaohua and Zheng, Wei-Shi},
+  journal={arXiv preprint arXiv:2501.18954},
+  year={2025}
 }
 ```