diff --git a/doc/_templates/autosummary/base.rst b/doc/_templates/autosummary/base.rst
index 3d0846c..b7556eb 100644
--- a/doc/_templates/autosummary/base.rst
+++ b/doc/_templates/autosummary/base.rst
@@ -1,4 +1,4 @@
-{{ fullname | replace("pennylane", "qml") | escape | underline}}
+{{ fullname | escape | underline}}
 
 .. currentmodule:: {{ module }}
 
diff --git a/doc/_templates/autosummary/class.rst b/doc/_templates/autosummary/class.rst
index 783d662..e758e7a 100644
--- a/doc/_templates/autosummary/class.rst
+++ b/doc/_templates/autosummary/class.rst
@@ -1,4 +1,4 @@
-{{ fullname | replace("pennylane", "qml") }}
+{{ fullname }}
 {{ underline }}
 
 .. autoclass:: {{ fullname }}
diff --git a/doc/_templates/autosummary/module.rst b/doc/_templates/autosummary/module.rst
index 5397c04..bfdf25e 100644
--- a/doc/_templates/autosummary/module.rst
+++ b/doc/_templates/autosummary/module.rst
@@ -1,4 +1,4 @@
-{{ fullname | replace("pennylane", "qml") | escape | underline}}
+{{ fullname | escape | underline}}
 
 .. automodule:: {{ fullname }}
 
diff --git a/doc/_templates/autosummary_core/base.rst b/doc/_templates/autosummary_core/base.rst
index 339d6bb..9160819 100644
--- a/doc/_templates/autosummary_core/base.rst
+++ b/doc/_templates/autosummary_core/base.rst
@@ -2,15 +2,8 @@
 .. include:: {{ referencefile }}
 {% endif %}
 
-{% if module.split(".")[1:] | length >= 1 %}
-	{% set mod = module.split(".")[1:] | join(".") %}
-	{% set mod = "qml." + mod %}
-{% else %}
-	{% set mod = "qml" %}
-{% endif %}
-
-{{ mod }}.{{ objname }}
-={% for i in range(mod|length) %}={% endfor %}{{ underline }}
+{{ module }}.{{ objname }}
+={% for i in range(module|length) %}={% endfor %}{{ underline }}
 
 .. currentmodule:: {{ module }}
 
diff --git a/doc/_templates/autosummary_core/class.rst b/doc/_templates/autosummary_core/class.rst
index 36bc363..d16ad44 100644
--- a/doc/_templates/autosummary_core/class.rst
+++ b/doc/_templates/autosummary_core/class.rst
@@ -2,15 +2,9 @@
 .. include:: {{ referencefile }}
 {% endif %}
 
-{% if module.split(".")[1:] | length >= 1 %}
-	{% set mod = module.split(".")[1:] | join(".") %}
-	{% set mod = "qml." + mod %}
-{% else %}
-	{% set mod = "qml" %}
-{% endif %}
 
-{{ mod }}.{{ objname }}
-={% for i in range(mod|length) %}={% endfor %}{{ underline }}
+{{ module }}.{{ objname }}
+={% for i in range(module|length) %}={% endfor %}{{ underline }}
 
 .. currentmodule:: {{ module }}
 
diff --git a/doc/_templates/autosummary_core/module.rst b/doc/_templates/autosummary_core/module.rst
index 72e1063..df2c635 100644
--- a/doc/_templates/autosummary_core/module.rst
+++ b/doc/_templates/autosummary_core/module.rst
@@ -2,15 +2,9 @@
 .. include:: {{ referencefile }}
 {% endif %}
 
-{% if module.split(".")[1:] | length >= 1 %}
-   {% set mod = module.split(".")[1:] | join(".") %}
-   {% set mod = "qml." + mod %}
-{% else %}
-   {% set mod = "qml" %}
-{% endif %}
 
-{{ mod }}.{{ objname }}
-={% for i in range(mod|length) %}={% endfor %}{{ underline }}
+{{ module }}.{{ objname }}
+={% for i in range(module|length) %}={% endfor %}{{ underline }}
 
 .. automodule:: {{ fullname }}