diff --git a/advanced_source/cpp_frontend.rst b/advanced_source/cpp_frontend.rst
index d8a44f4cad3..78c4bbaf4d4 100644
--- a/advanced_source/cpp_frontend.rst
+++ b/advanced_source/cpp_frontend.rst
@@ -787,12 +787,6 @@ modules in the ``forward()`` method of a module we define ourselves:
                     .transposed(true)),
           batch_norm3(64),
           conv4(nn::Conv2dOptions(64, 1, 4)
-                    .stride(2)
-                    .padding(1)
-                    .with_bias(false)
-                    .transposed(true)),
-          batch_norm4(64),
-          conv5(nn::Conv2dOptions(64, 1, 4)
                     .stride(2)
                     .padding(1)
                     .with_bias(false)