diff --git a/doc/conf.py b/doc/conf.py
index 1bef7c83d..222d6759b 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -50,7 +50,7 @@ copyright = u'2014, Antoine Nguyen'
 # The short X.Y version.
 version = '1.1'
 # The full version, including alpha/beta/rc tags.
-release = '1.1.6'
+release = '1.1.7'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/doc/getting_started/plugins.rst b/doc/getting_started/plugins.rst
index 6b7394c3f..7da7c5d40 100644
--- a/doc/getting_started/plugins.rst
+++ b/doc/getting_started/plugins.rst
@@ -307,11 +307,14 @@ Here is a link example::
 
   http://<modoboa_url>/quarantine/%i/?rcpt=%R&secret_id=[:secret_id]
 
+.. _sa_manual_learning:
+
 Manual SpamAssassin learning
 ============================
 
-It is possible to manually train SpamAssassin (FIXME: URL) using
-the quarantine's content. By train, we mean:
+It is possible to manually train `SpamAssassin
+<http://spamassassin.apache.org/>`_ using the quarantine's content. By
+train, we mean:
 
 * Mark message(s) as spam (false negative(s))
 
@@ -341,7 +344,7 @@ inside:
 Replace values between ``<>`` by yours. Possible values for ``Driver``
 are ``PgSQL`` or ``MySQL`` (non exhaustive list). The syntax for
 ``DSN`` depends on the driver you choose. Please consult the official
-documentation. (FIXME: URL)
+documentation.
 
 Enable the feature through Modoboa
 ----------------------------------
diff --git a/doc/getting_started/upgrade.rst b/doc/getting_started/upgrade.rst
index db1d0ec6b..35fab86a1 100644
--- a/doc/getting_started/upgrade.rst
+++ b/doc/getting_started/upgrade.rst
@@ -48,6 +48,14 @@ Finally, follow the common procedure::
   $ python manage.py syncdb --migrate
   $ python manage.py collectstatic
 
+1.1.7: manual learning for SpamAssassin
+=======================================
+
+A new feature allows administrators and users to manually train
+SpamAssassin in order to customize its behaviour.
+
+Check :ref:`sa_manual_learning` to know more about this feature.
+
 1.1.6: Few bugfixes
 ===================
 
diff --git a/setup.py b/setup.py
index 372d71e2e..926857f96 100644
--- a/setup.py
+++ b/setup.py
@@ -54,7 +54,7 @@ def read(fname):
 
 setup(
     name="modoboa",
-    version='1.1.6',
+    version='1.1.7',
     url='http://modoboa.org/',
     license='MIT',
     description="Mail hosting made simple",