From ae4189421992bd5b06dd07e5d6fff9383df4fc05 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E2=9C=A8Data=20Intelligence=20Lab=40HKU=E2=9C=A8?=
 <118165258+HKUDS@users.noreply.github.com>
Date: Tue, 5 Nov 2024 11:34:54 +0800
Subject: [PATCH 1/3] Update README.md

---
 README.md | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index d12450f9..73b8a4fa 100644
--- a/README.md
+++ b/README.md
@@ -894,7 +894,7 @@ def extract_queries(file_path):
  </picture>
 </a>
 
-## Citation
+## 🌟Citation
 
 ```python
 @article{guo2024lightrag,
@@ -906,6 +906,5 @@ archivePrefix={arXiv},
 primaryClass={cs.IR}
 }
 ```
-
-
+**Thank you for your interest in our work!**
 

From 1f699f14a953a3b4a413286cda68329577770b92 Mon Sep 17 00:00:00 2001
From: zrguo <49157727+LarFii@users.noreply.github.com>
Date: Tue, 5 Nov 2024 14:24:42 +0800
Subject: [PATCH 2/3] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 73b8a4fa..825e903b 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ This repository hosts the code of LightRAG. The structure of this code is based
 </div>
 
 ## 🎉 News
-- [x] [2024.11.04]🎯📢You can [use Neo4J for Storage](https://github.com/HKUDS/LightRAG/edit/main/README.md#using-neo4j-for-storage) now.
+- [x] [2024.11.04]🎯📢You can [use Neo4J for Storage](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#using-neo4j-for-storage) now.
 - [x] [2024.10.29]🎯📢LightRAG now supports multiple file types, including PDF, DOC, PPT, and CSV via `textract`.
 - [x] [2024.10.20]🎯📢We’ve added a new feature to LightRAG: Graph Visualization.
 - [x] [2024.10.18]🎯📢We’ve added a link to a [LightRAG Introduction Video](https://youtu.be/oageL-1I0GE). Thanks to the author!

From 534efce2b840840a29975f37b22e2116cb4d3d45 Mon Sep 17 00:00:00 2001
From: zrguo <49157727+LarFii@users.noreply.github.com>
Date: Tue, 5 Nov 2024 15:05:35 +0800
Subject: [PATCH 3/3] Update README.md

---
 README.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/README.md b/README.md
index 825e903b..6602f1d3 100644
--- a/README.md
+++ b/README.md
@@ -894,6 +894,14 @@ def extract_queries(file_path):
  </picture>
 </a>
 
+## Contribution
+
+Thank you to all our contributors!
+
+<a href="https://github.com/HKUDS/LightRAG/graphs/contributors">
+  <img src="https://contrib.rocks/image?repo=HKUDS/LightRAG" />
+</a>
+
 ## 🌟Citation
 
 ```python