diff --git a/README.md b/README.md
index 3b799207..c978eff5 100644
--- a/README.md
+++ b/README.md
@@ -77,40 +77,6 @@ The following references are required to be cited when using DeePTB. Specificall
 
     Q. Gu, Z. Zhouyin, S. K. Pandey, P. Zhang, L. Zhang, and W. E, Deep Learning Tight-Binding Approach for Large-Scale Electronic Simulations at Finite Temperatures with Ab Initio Accuracy, Nat Commun 15, 6772 (2024).
   
-    ```latex
-    @article{guDeep2024,
-      title = {Deep Learning Tight-Binding Approach for Large-Scale Electronic Simulations at Finite Temperatures with  Ab Initio Accuracy},
-      author = {Gu, Qiangqiang and Zhouyin, Zhanghao and Pandey, Shishir Kumar and Zhang, Peng and Zhang, Linfeng and E,    Weinan},
-      year = {2024},
-      month = aug,
-      journal = {Nature Communications},
-      volume = {15},
-      number = {1},
-      pages = {6772},
-      publisher = {Nature Publishing Group},
-      issn = {2041-1723},
-      doi = {10.1038/s41467-024-51006-4},
-      copyright = {2024 The Author(s)},
-      keywords = {Computational methods,Electronic properties and materials,Electronic structure}
-    }
-    ```
 - **For DeePTB-E3:**
   
     Z. Zhouyin, Z. Gan, S. K. Pandey, L. Zhang, and Q. Gu, Learning Local Equivariant Representations for Quantum Operators, arXiv:2407.06053.
-    
-
-    ```latex
-    @misc{zhouyinLearning2024,
-      title = {Learning Local Equivariant Representations for Quantum Operators},
-      author = {Zhouyin, Zhanghao and Gan, Zixi and Pandey, Shishir Kumar and Zhang, Linfeng and Gu, Qiangqiang},
-      year = {2024},
-      month = jul,
-      number = {arXiv:2407.06053},
-      eprint = {2407.06053},
-      primaryclass = {cond-mat, physics:quant-ph},
-      publisher = {arXiv},
-      doi = {10.48550/arXiv.2407.06053},
-      archiveprefix = {arXiv},
-      keywords = {Computer Science - Machine Learning,Condensed Matter - Materials Science,Quantum Physics},
-    }
-    ```