diff --git a/README.md b/README.md
index e3c4412ac6f99dd06a3e77b6305c38de174cad72..47c6d1074b9b44c3134aa8c399663f03ed7dfddc 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@
 <p>
 
 <p align="center">
-        🤗 <a href="https://huggingface.co/Qwen">Hugging Face</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href="https://modelscope.cn/organization/qwen">ModelScope</a>&nbsp&nbsp | &nbsp&nbsp 📑 Paper (TBD) &nbsp&nbsp | &nbsp&nbsp 📑 <a href="https://qwenlm.github.io/blog/qwen2.5/">Blog</a> &nbsp&nbsp ｜ &nbsp&nbsp📖 <a href="https://qwen.readthedocs.io/">Documentation</a>&nbsp&nbsp | &nbsp&nbsp🖥️ <a href="https://gallery.pai-ml.com/#/preview/deepLearning/nlp/qwen2-5_7b">PAI-DSW</a>&nbsp&nbsp
+        🤗 <a href="https://huggingface.co/Qwen">Hugging Face</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href="https://modelscope.cn/organization/qwen">ModelScope</a>&nbsp&nbsp | &nbsp&nbsp 📑 <a href="https://arxiv.org/abs/2412.15115">Paper</a> &nbsp&nbsp | &nbsp&nbsp 📑 <a href="https://qwenlm.github.io/blog/qwen2.5/">Blog</a> &nbsp&nbsp ｜ &nbsp&nbsp📖 <a href="https://qwen.readthedocs.io/">Documentation</a>&nbsp&nbsp | &nbsp&nbsp🖥️ <a href="https://gallery.pai-ml.com/#/preview/deepLearning/nlp/qwen2-5_7b">PAI-DSW</a>&nbsp&nbsp
 
 <br>
 🖥️ <a href="https://huggingface.co/spaces/Qwen/Qwen2.5-72B-Instruct">Demo</a>&nbsp&nbsp | &nbsp&nbsp💬 <a href="https://github.com/QwenLM/Qwen/blob/main/assets/wechat.png">WeChat (微信)</a>&nbsp&nbsp | &nbsp&nbsp🫨 <a href="https://discord.gg/CV4E9rpNSD">Discord</a>&nbsp&nbsp
@@ -173,9 +173,6 @@ Qwen2.5 is supported by multiple inference frameworks. Here we demonstrate the u
 
 ### vLLM
 
-> [!Warning]
-> Not working with vllm 0.6.3.
-
 We advise you to use the latest version of vLLM to build OpenAI-compatible API service, including tool use support. Start the server with a chat model, e.g. `Qwen2.5-7B-Instruct`:
 ```shell
 vllm serve Qwen/Qwen2.5-7B-Instruct
@@ -284,26 +281,24 @@ We advise you to use training frameworks, including [Axolotl](https://github.com
 
 All our open-source models, except for the 3B and 72B variants, are licensed under Apache 2.0. 
 You can find the license files in the respective Hugging Face repositories.
-It is NOT necessary for you to submit a request for commercial usage.
 
 ## Citation
 
 If you find our work helpful, feel free to give us a cite.
 
 ```
-@misc{qwen2.5,
-    title = {Qwen2.5: A Party of Foundation Models},
-    url = {https://qwenlm.github.io/blog/qwen2.5/},
-    author = {{Qwen Team}},
-    month = {September},
-    year = {2024}
+@article{qwen2.5,
+    title   = {Qwen2.5 Technical Report}, 
+    author  = {An Yang and Baosong Yang and Beichen Zhang and Binyuan Hui and Bo Zheng and Bowen Yu and Chengyuan Li and Dayiheng Liu and Fei Huang and Haoran Wei and Huan Lin and Jian Yang and Jianhong Tu and Jianwei Zhang and Jianxin Yang and Jiaxi Yang and Jingren Zhou and Junyang Lin and Kai Dang and Keming Lu and Keqin Bao and Kexin Yang and Le Yu and Mei Li and Mingfeng Xue and Pei Zhang and Qin Zhu and Rui Men and Runji Lin and Tianhao Li and Tingyu Xia and Xingzhang Ren and Xuancheng Ren and Yang Fan and Yang Su and Yichang Zhang and Yu Wan and Yuqiong Liu and Zeyu Cui and Zhenru Zhang and Zihan Qiu},
+    journal = {arXiv preprint arXiv:2412.15115},
+    year    = {2024}
 }
 
 @article{qwen2,
-      title={Qwen2 Technical Report}, 
-      author={An Yang and Baosong Yang and Binyuan Hui and Bo Zheng and Bowen Yu and Chang Zhou and Chengpeng Li and Chengyuan Li and Dayiheng Liu and Fei Huang and Guanting Dong and Haoran Wei and Huan Lin and Jialong Tang and Jialin Wang and Jian Yang and Jianhong Tu and Jianwei Zhang and Jianxin Ma and Jin Xu and Jingren Zhou and Jinze Bai and Jinzheng He and Junyang Lin and Kai Dang and Keming Lu and Keqin Chen and Kexin Yang and Mei Li and Mingfeng Xue and Na Ni and Pei Zhang and Peng Wang and Ru Peng and Rui Men and Ruize Gao and Runji Lin and Shijie Wang and Shuai Bai and Sinan Tan and Tianhang Zhu and Tianhao Li and Tianyu Liu and Wenbin Ge and Xiaodong Deng and Xiaohuan Zhou and Xingzhang Ren and Xinyu Zhang and Xipin Wei and Xuancheng Ren and Yang Fan and Yang Yao and Yichang Zhang and Yu Wan and Yunfei Chu and Yuqiong Liu and Zeyu Cui and Zhenru Zhang and Zhihao Fan},
-      journal={arXiv preprint arXiv:2407.10671},
-      year={2024}
+    title   = {Qwen2 Technical Report}, 
+    author  = {An Yang and Baosong Yang and Binyuan Hui and Bo Zheng and Bowen Yu and Chang Zhou and Chengpeng Li and Chengyuan Li and Dayiheng Liu and Fei Huang and Guanting Dong and Haoran Wei and Huan Lin and Jialong Tang and Jialin Wang and Jian Yang and Jianhong Tu and Jianwei Zhang and Jianxin Ma and Jin Xu and Jingren Zhou and Jinze Bai and Jinzheng He and Junyang Lin and Kai Dang and Keming Lu and Keqin Chen and Kexin Yang and Mei Li and Mingfeng Xue and Na Ni and Pei Zhang and Peng Wang and Ru Peng and Rui Men and Ruize Gao and Runji Lin and Shijie Wang and Shuai Bai and Sinan Tan and Tianhang Zhu and Tianhao Li and Tianyu Liu and Wenbin Ge and Xiaodong Deng and Xiaohuan Zhou and Xingzhang Ren and Xinyu Zhang and Xipin Wei and Xuancheng Ren and Yang Fan and Yang Yao and Yichang Zhang and Yu Wan and Yunfei Chu and Yuqiong Liu and Zeyu Cui and Zhenru Zhang and Zhihao Fan},
+    journal = {arXiv preprint arXiv:2407.10671},
+    year    = {2024}
 }
 ```