diff --git a/docs/models/pooling_models.md b/docs/models/pooling_models.md
index 18bb645ea9a9..61693a257954 100644
--- a/docs/models/pooling_models.md
+++ b/docs/models/pooling_models.md
@@ -1,4 +1,4 @@
-# Pooling Models
+# Pooling
 
 vLLM also supports pooling models, such as embedding, classification and reward models.
 
@@ -11,6 +11,8 @@ before returning them.
 
     We are now planning to optimize pooling models in vLLM. Please comment on <https://github.com/vllm-project/vllm/issues/21796> if you have any suggestions!
 
+## Overall
+
 ## Configuration
 
 ### Model Runner