diff --git a/baselines/fedprox/README.md b/baselines/fedprox/README.md
index 69616082dbf7..a31663746d99 100644
--- a/baselines/fedprox/README.md
+++ b/baselines/fedprox/README.md
@@ -2,7 +2,7 @@
 title: Federated Optimization in Heterogeneous Networks
 url: https://arxiv.org/abs/1812.06127
 labels: [image classification, cross-device, stragglers]
-dataset: [mnist]
+dataset: [MNIST]
 ---
 
 # FedProx: Federated Optimization in Heterogeneous Networks
diff --git a/doc/source/ref-changelog.md b/doc/source/ref-changelog.md
index b9abad85d050..64893c63d2bd 100644
--- a/doc/source/ref-changelog.md
+++ b/doc/source/ref-changelog.md
@@ -18,7 +18,7 @@
 
 - **Update Flower Baselines**
 
-  - FedProx ([#2210](https://github.com/adap/flower/pull/2210), [#2286](https://github.com/adap/flower/pull/2286))
+  - FedProx ([#2210](https://github.com/adap/flower/pull/2210), [#2286](https://github.com/adap/flower/pull/2286), [#2509](https://github.com/adap/flower/pull/2509))
 
   - Baselines Docs ([#2290](https://github.com/adap/flower/pull/2290), [#2400](https://github.com/adap/flower/pull/2400))