diff --git a/README.md b/README.md
index bbc5efe..80085aa 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@
 
 ## Code Example
 
-- Create Milvus Collection
+#### Create Milvus Collection
 
 Before running the pipeline, please create Milvus collection first.
 
@@ -41,7 +41,7 @@ index_params = {
 collection.create_index(field_name="embedding", index_params=index_params)
 ```
 
-- Create image embedding pipeline and set the configuration.
+#### Create image embedding pipeline and set the configuration
 
 > More parameters refer to the Configuration.
 
@@ -67,9 +67,9 @@ Then you can run `collection.num_entities` to check the number of the data in Mi
 
 ## Configuration 
 
-**EnhancedQAInsertConfig**
+### **EnhancedQAInsertConfig**
 
-- Configuration for [Text Loader](https://towhee.io/towhee/text-loader)
+#### Configuration for [Text Loader](https://towhee.io/towhee/text-loader)
 
 ***chunk_size: int***
 The size of each chunk, defaults to 300.
@@ -77,7 +77,7 @@ The size of each chunk, defaults to 300.
 ***source_type: str***
 The type of the soure, defaults to `'file'`, you can also set to `'url'` for you url of your documentation. 
 
-- Configuration for Sentence Embedding
+#### Configuration for Sentence Embedding
 
 ***model: str***
 The model name in the sentence embedding pipeline, defaults to `'all-MiniLM-L6-v2'`.
@@ -97,7 +97,7 @@ Whether to normalize the embedding vectors, defaults to `True`.
 The number of devices, defaults to `-1`, which means using the CPU. 
 If the setting is not `-1`, the specified GPU device will be used.
 
-- Configuration for [Milvus](https://towhee.io/ann-insert/milvus-client)
+#### Configuration for [Milvus](https://towhee.io/ann-insert/milvus-client)
 
 ***host: str***
 Host of Milvus vector database, default is `'127.0.0.1'`.