diff --git a/docs/en/authentication.rst b/docs/en/authentication.rst
index 3b97ab3f..ece8bc0c 100644
--- a/docs/en/authentication.rst
+++ b/docs/en/authentication.rst
@@ -58,7 +58,7 @@ Here are some explanations about the keys:
    ``Doctrine\Persistence\ObjectManager`` or a single string that will
    fetched from the Service Manager in order to get a concrete instance.
    If you are using DoctrineORMModule, you can simply write
-   ‘Doctrine:raw-latex:`\ORM`:raw-latex:`\EntityManager`’ (as the
+   ``Doctrine\ORM\EntityManager`` (as the
    EntityManager implements the class
    ``Doctrine\Persistence\ObjectManager``).
 -  the ``identity_class`` contains the FQCN of the entity that will be
diff --git a/docs/en/caching.rst b/docs/en/caching.rst
index 76d0a635..cded6d45 100644
--- a/docs/en/caching.rst
+++ b/docs/en/caching.rst
@@ -2,8 +2,8 @@ Caching
 =======
 
 DoctrineModule provides bridging between
-```Laminas\Cache`` <https://github.com/laminas/laminas-cache>`__ and
-```Doctrine\Common\Cache`` <https://github.com/doctrine/common/tree/master/lib/Doctrine/Common/Cache>`__.
+`Laminas\Cache <https://github.com/laminas/laminas-cache>`__ and
+`Doctrine\Common\Cache <https://github.com/doctrine/common/tree/master/lib/Doctrine/Common/Cache>`__.
 This may be useful in case you want to share configured cache instances
 across doctrine, symfony and laminas projects.
 
diff --git a/docs/en/index.rst b/docs/en/index.rst
index 3e5f01d1..272ee011 100644
--- a/docs/en/index.rst
+++ b/docs/en/index.rst
@@ -4,7 +4,7 @@ DoctrineModule
 DoctrineModule provides a bridge between Laminas and Doctrine 2. It
 gives you access to features that can be used across Doctrine 2 ORM as
 well as Doctrine 2 ODM. It provides an abstraction layer on top of
-```Doctrine\Common`` <https://github.com/doctrine/common>`__ which
+`Doctrine\Common <https://github.com/doctrine/common>`__ which
 allows the end user to build functionality being completely unaware if
 he’s currently working with Doctrine ORM or Doctrine MongoDB ODM.
 
diff --git a/docs/en/validator.rst b/docs/en/validator.rst
index e549b935..d09ca0e5 100644
--- a/docs/en/validator.rst
+++ b/docs/en/validator.rst
@@ -27,7 +27,7 @@ For the ``use_context`` option and other specifics to
    ``getRepository`` function of any valid object manager instance,
    passing it the FQCN of the class. For instance, in the context of
    Doctrine 2 ORM, here is how you get the ``object_repository`` of the
-   ‘Application:raw-latex:`\Entity`:raw-latex:`\User`’ entity:
+   ``Application\Entity\User`` entity:
 
 .. code:: php