Update README.md

README.md

@@ -27,7 +27,7 @@ Although RAG typically relies on embedding-based retrieval, the embedding models
 
 **The entity knowledge is pluggable and can be dynamically updated with ease.**
 
-For more details, refer to [our GitHub repository](https://github.com/knowledgeable-embedding/knowledgeable-embedding).
+For further details, refer to [our paper](https://arxiv.org/abs/2507.03922) or [GitHub repository](https://github.com/knowledgeable-embedding/knowledgeable-embedding).
 
 ## Model List
 
@@ -115,6 +115,7 @@ This model is licensed under the Apache License, Version 2.0.
 ## Citation
 
 If you use this model in your research, please cite the following paper:
+
 [Dynamic Injection of Entity Knowledge into Dense Retrievers](https://arxiv.org/abs/2507.03922)
 
 ```bibtex