diff --git a/docs/changelog.rst b/docs/changelog.rst
index e2900c48..7031b63b 100644
--- a/docs/changelog.rst
+++ b/docs/changelog.rst
@@ -4,9 +4,9 @@ Release history
 4.5.1 - 2020-11-02
 ==================
 
-* Refactor intra-site link discovery in order to match more permissively [#2646](https://github.com/getpelican/pelican/issues/2646)
-* Fix plugins running twice in auto-reload mode [#2817](https://github.com/getpelican/pelican/issues/2817)
-* Add notice to use `from pelican import signals` instead of `import pelican.signals` [#2805](https://github.com/getpelican/pelican/issues/2805)
+* Refactor intra-site link discovery in order to match more permissively `(#2646) <https://github.com/getpelican/pelican/issues/2646>`_
+* Fix plugins running twice in auto-reload mode `(#2817) <https://github.com/getpelican/pelican/issues/2817>`_
+* Add notice to use ``from pelican import signals`` instead of ``import pelican.signals`` `(#2805) <https://github.com/getpelican/pelican/issues/2805>`_
 
 4.5.0 - 2020-08-20
 ==================