diff --git a/.github/release-drafter.yml b/.github/release-drafter.yml
index 0a5d792c..585a48b1 100644
--- a/.github/release-drafter.yml
+++ b/.github/release-drafter.yml
@@ -1,4 +1,16 @@
+categories:
+  - title: "⭐ Improvements"
+    labels:
+      - "enhancement"
+  - title: "🐞 Bug Fixes"
+    labels:
+      - "bug"
+  - title: "🔨 Dependency Upgrades"
+    labels:
+      - "dependencies"
+      - "gradle-wrapper"
+
 template: |
-  ## What’s Changed
+  ## What's Changed
 
   $CHANGES
\ No newline at end of file
diff --git a/.github/workflows/releasedraft.yml b/.github/workflows/releasedraft.yml
index edc5250c..734d5f90 100644
--- a/.github/workflows/releasedraft.yml
+++ b/.github/workflows/releasedraft.yml
@@ -6,9 +6,6 @@ on:
     branches:
       - master
   # pull_request event is required only for autolabeler
-  pull_request:
-    # Only following types are handled by the action, but one can default to all as well
-    types: [ opened, reopened, synchronize ]
 
 jobs:
   update_release_draft: