diff --git a/python/README.rst b/python/README.rst
index 52bdfa3221c87a2edd4ed3010b15a5fc2cbaa1f3..b3abd2755399aeb7c401c029d5000ebd060b91e0 100755
--- a/python/README.rst
+++ b/python/README.rst
@@ -2,9 +2,9 @@ tffpy
 =====
 
 A Python package for time-frequency fading using Gabor multipliers based on
-the work in paper Time-frequency fading algorithms based on Gabor
-multipliers by A. Marina Krémé, Valentin Emiya, Caroline Chaux and Bruno
-Torré́sani, 2020.
+the work in paper *Time-frequency fading algorithms based on Gabor
+multipliers* by A. Marina Krémé, Valentin Emiya, Caroline
+Chaux and Bruno Torré́sani, 2020.
 
 Install
 -------
@@ -16,10 +16,10 @@ Install the current release with ``pip``::
 Download the data from `this link <https://gitlab.lis-lab
 .fr/skmad-suite/tff2020/-/tree/master/data>`.
 
-Then run function :py:fun:`tffpy.utils.generate_config`: in order to create
+Then run function :py:fun:`tffpy.utils.generate_config` in order to create
 a configuration file and modify it to specify the path to your data folder.
 The location of the configuration file is given by function
-:py:fun:tffpy.utils.get_config_file():.
+:py:fun:`tffpy.utils.get_config_file`.
 
 For additional details, see doc/install.rst.