diff --git a/doc/changelog.rst b/doc/changelog.rst
index 7fa5b7fbe..c40bfc7d5 100644
--- a/doc/changelog.rst
+++ b/doc/changelog.rst
@@ -20,7 +20,7 @@ Bug-fixes
 
 Other
 ~~~~~
-- Update cibuildwheels to 1.8.0, contributed by @henryiii
+- Update to cibuildwheels-1.8.0 and workflow simplification, by @henryiii
 
 2.2.1 (December 22, 2020)
 -------------------------
@@ -51,9 +51,9 @@ Other
 
 New features
 ~~~~~~~~~~~~
-- Cost functions in iminuit.cost are now additive, creating a new cost function with the
+- Cost functions in ``iminuit.cost`` are now additive, creating a new cost function with the
   union of parameters that returns the sum of the results of the individual cost functions
-- iminuit.cost.NormalConstraint was added as a means to add soft constraints on a
+- ``iminuit.cost.NormalConstraint`` was added as a means to add soft constraints on a
   parameter, can also be used to set up a covariance matrix between several parameters
 
 Other