diff --git a/README.md b/README.md
index f8227311..27f2c19b 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
-
+
This repository hosts the code of LightRAG. The structure of this code is based on [nano-graphrag](https://github.com/gusye1234/nano-graphrag).

@@ -191,7 +191,7 @@ Output your evaluation in the following JSON format:
title={LightRAG: Simple and Fast Retrieval-Augmented Generation},
author={Zirui Guo and Lianghao Xia and Yanhua Yu and Tu Ao and Chao Huang},
year={2024},
-eprint={},
+eprint={2410.05779},
archivePrefix={arXiv},
primaryClass={cs.IR}
}