diff --git a/.github/workflows/vale-doc-lint.yml b/.github/workflows/vale-doc-lint.yml
index 5246302c7..ad33a54af 100644
--- a/.github/workflows/vale-doc-lint.yml
+++ b/.github/workflows/vale-doc-lint.yml
@@ -8,8 +8,9 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
-      - uses: errata-ai/vale-action@reviewdog
+      - uses: errata-ai/vale-action@v2.1.0
         with:
+          version: 3.0.3
           # added, diff_context, file, nofilter
           # Default is added: results are filtered for added/modified files. Set to no filter when all files need to be checked.
           # More info: https://github.com/errata-ai/vale-action and https://github.com/reviewdog/reviewdog#filter-mode
diff --git a/.styles/Vocab/Base/accept.txt b/.styles/config/vocabularies/Base/accept.txt
similarity index 100%
rename from .styles/Vocab/Base/accept.txt
rename to .styles/config/vocabularies/Base/accept.txt
diff --git a/.styles/Vocab/Base/reject.txt b/.styles/config/vocabularies/Base/reject.txt
similarity index 100%
rename from .styles/Vocab/Base/reject.txt
rename to .styles/config/vocabularies/Base/reject.txt