diff --git a/CHANGELOG.md b/CHANGELOG.md
index cc34b273f56..7b2e21088b0 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -103,9 +103,6 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 - Fixed unsafe log operation in `TweedieDeviace` for power=1 ([#847](https://github.com/PyTorchLightning/metrics/pull/847))
 
 
-- Improved shape checking of `permutation_invariant_training` ([#864](https://github.com/PyTorchLightning/metrics/pull/864))
-
-
 ## [0.7.2] - 2022-02-10
 
 ### Fixed