diff --git a/.github/workflows/pull_request.yaml b/.github/workflows/pull_request.yaml
index 3640e463c5..c0bb3e7969 100644
--- a/.github/workflows/pull_request.yaml
+++ b/.github/workflows/pull_request.yaml
@@ -50,7 +50,7 @@ jobs:
           reporter: github-pr-review
           vale_flags: --glob=*.{md} --minAlertLevel=error
           fail_on_error: false
-          version: 2.28.2
+          version: 3.2.1
         env:
           GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}}
 
diff --git a/vale/styles/Vocab/Internal/accept.txt b/vale/styles/config/vocabularies/Internal/accept.txt
similarity index 100%
rename from vale/styles/Vocab/Internal/accept.txt
rename to vale/styles/config/vocabularies/Internal/accept.txt
diff --git a/vale/styles/Vocab/Internal/reject.txt b/vale/styles/config/vocabularies/Internal/reject.txt
similarity index 100%
rename from vale/styles/Vocab/Internal/reject.txt
rename to vale/styles/config/vocabularies/Internal/reject.txt