diff --git a/docs/_tutorials/transformer_kernel.md b/docs/_tutorials/transformer_kernel.md
index 7c0d622ec8e59400ea57abe044b3e9fcd5d3a6ee..26e88406920ea9942b007536854601f6ec74b4af 100755
--- a/docs/_tutorials/transformer_kernel.md
+++ b/docs/_tutorials/transformer_kernel.md
@@ -50,7 +50,7 @@ self.layer = nn.ModuleList([
 ### Transformer kernel Parameters
 
 The transformer kernel is configured by a number of parameters which allow users to
-explore different settings. We partition these parameters into three categories:
+explore different settings. We partition these parameters into four categories:
 
 1. General configuration, used by different types of transformer layers
 2. Environment parameters, specifying the system's setting