diff --git a/.github/workflows/vale.yaml b/.github/workflows/vale.yaml
index b53fa82d15..918adfc86d 100644
--- a/.github/workflows/vale.yaml
+++ b/.github/workflows/vale.yaml
@@ -9,7 +9,7 @@ jobs:
       uses: actions/checkout@v3
 
     - name: Vale Linter
-      uses: errata-ai/vale-action@v2.0.1
+      uses: errata-ai/vale-action@reviewdog
       with:
         # Optional
         #styles: |
@@ -22,7 +22,7 @@ jobs:
         files: ./en
 
         # Optional
-        onlyAnnotateModifiedLines: true
+        filter_mode: added
       env:
         # Required, set by GitHub actions automatically:
         # https://docs.github.com/en/actions/security-guides/automatic-token-authentication#about-the-github_token-secret
diff --git a/styles/Vocab/PingCAP/accept.txt b/styles/config/vocabularies/PingCAP/accept.txt
similarity index 100%
rename from styles/Vocab/PingCAP/accept.txt
rename to styles/config/vocabularies/PingCAP/accept.txt
diff --git a/styles/Vocab/PingCAP/reject.txt b/styles/config/vocabularies/PingCAP/reject.txt
similarity index 100%
rename from styles/Vocab/PingCAP/reject.txt
rename to styles/config/vocabularies/PingCAP/reject.txt
diff --git a/styles/vocab.txt b/styles/vocab.txt
deleted file mode 100644
index e69de29bb2..0000000000