diff --git a/docs/sphinx_doc/README.md b/docs/sphinx_doc/README.md
index 43127bbeb..395e6ac41 100644
--- a/docs/sphinx_doc/README.md
+++ b/docs/sphinx_doc/README.md
@@ -17,10 +17,4 @@ pip install sphinx sphinx-autobuild sphinx_rtd_theme recommonmark
 mv build/html position_to_publish
 ```
 
-- For convenience (you don’t have to compile from scratch again), the built 
-  directory (including the html files) can be download as follows:
-```bash
-# cd docs/sphinx_doc 
-wget https://dail-wlcb.oss-cn-wulanchabu.aliyuncs.com/data_juicer/sphinx_API_build_0801.zip
-unzip sphinx_API_build_0801.zip
-```
+Automatic action in github can be found in [here](https://github.com/modelscope/data-juicer/blob/main/.github/workflows/deploy_sphinx_docs.yml).
\ No newline at end of file
diff --git a/docs/sphinx_doc/README_ZH.md b/docs/sphinx_doc/README_ZH.md
index e02179532..960d18b6d 100644
--- a/docs/sphinx_doc/README_ZH.md
+++ b/docs/sphinx_doc/README_ZH.md
@@ -15,10 +15,5 @@ pip install sphinx sphinx-autobuild sphinx_rtd_theme recommonmark
 mv build/html position_to_publish
 ```
 
-- 为了方便起见（不必再次从头开始编译），可以按如下方式下载构建的目录（包括 html 文件）：
-
-```bash
-# cd docs/sphinx_doc 
-wget https://dail-wlcb.oss-cn-wulanchabu.aliyuncs.com/data_juicer/sphinx_API_build_0801.zip
-unzip sphinx_API_build_0801.zip
-```
+Github上的自动化部署配置可参考 [该处](
+https://github.com/modelscope/data-juicer/blob/main/.github/workflows/deploy_sphinx_docs.yml).
\ No newline at end of file
diff --git a/docs/sphinx_doc/source/index.rst b/docs/sphinx_doc/source/index.rst
index 883a2f548..27fed339f 100644
--- a/docs/sphinx_doc/source/index.rst
+++ b/docs/sphinx_doc/source/index.rst
@@ -6,14 +6,19 @@
 Welcome to data-juicer's documentation!
 =======================================
 
-We will give a tutorial on KDD'24, Multi-modal Data Processing for Foundation Models: Practical Guidances and Use Cases, see more details ` here <../_static/my_standalone.html>`_ !
+Tutorial
+---------------------------------------
+
+We will give a tutorial on KDD'24, Multi-modal Data Processing for Foundation Models: Practical Guidances and Use Cases, see more details `here <_static/tutorial_kdd24.html>`_!
+
+
 
 
 
 .. toctree::
    :maxdepth: 2
    :glob:
-   :caption: Data-Juicer API Reference
+   :caption: API Reference
 
    data_juicer.core
    data_juicer.ops
@@ -26,7 +31,7 @@ We will give a tutorial on KDD'24, Multi-modal Data Processing for Foundation Mo
    data_juicer.config
    data_juicer.format
 
-Indices and tables
+Indices and Tables
 ==================
 
 * :ref:`genindex`