diff --git a/docs/source/future.rst b/docs/source/future.rst
index 5c4acd4..07fb41b 100644
--- a/docs/source/future.rst
+++ b/docs/source/future.rst
@@ -5,7 +5,7 @@ What's New ?
 
 Version 0.4.1 (June 9, 2024)
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-- Improved numerical stability of the ``BatchMean``'s algorithm, based on `Numerically Stable Parallel Computation of (Co-)Variance by Schubert and Gertz<https://ds.ifi.uni-heidelberg.de/files/Team/eschubert/publications/SSDBM18-covariance-authorcopy.pdf>`_
+- Improved numerical stability of the ``BatchMean``'s algorithm, based on `Numerically Stable Parallel Computation of (Co-)Variance by Schubert and Gertz <https://ds.ifi.uni-heidelberg.de/files/Team/eschubert/publications/SSDBM18-covariance-authorcopy.pdf>`_
 
 
 Future Plans
@@ -19,4 +19,4 @@ Here are some potential areas for future development of the ``BatchStats`` packa
 - Implementing shape checks
 - Adding a ``dtype`` argument for better control of the underlying arrays
 
-If you have any suggestions or would like to contribute to the development of BatchStats, please feel free to reach out to the maintainers or submit a pull request on the GitHub repository.
\ No newline at end of file
+If you have any suggestions or would like to contribute to the development of BatchStats, please feel free to reach out to the maintainers or submit a pull request on the GitHub repository.