diff --git a/.github/actions/prepare-mlir-cache/action.yml b/.github/actions/prepare-mlir-cache/action.yml
index 7227e32..26ebd98 100644
--- a/.github/actions/prepare-mlir-cache/action.yml
+++ b/.github/actions/prepare-mlir-cache/action.yml
@@ -12,7 +12,7 @@ inputs:
 runs:
   using: composite
   steps:
-    - name: Restore MLIR cache
+    - name: Restore MLIR Cache
       id: restore-mlir-cache
       uses: actions/cache/restore@v4
       with:
@@ -46,7 +46,7 @@ runs:
           -DCMAKE_MODULE_LINKER_FLAGS="${{ inputs.mold-linker-flags }}"
         cmake --build onnx-mlir/llvm-project/build
 
-    - name: Save MLIR cache
+    - name: Save MLIR Cache
       if: steps.restore-mlir-cache.outputs.cache-hit != 'true'
       uses: actions/cache/save@v4
       with:
diff --git a/.github/actions/prepare-protobuf-cache/action.yml b/.github/actions/prepare-protobuf-cache/action.yml
index a92ced6..704f156 100644
--- a/.github/actions/prepare-protobuf-cache/action.yml
+++ b/.github/actions/prepare-protobuf-cache/action.yml
@@ -1,8 +1,8 @@
 name: Prepare Protobuf Cache
-description: Restore or build the cached protobuf installation.
+description: Restore or build the cached Protobuf installation.
 
 inputs:
-  protobuf-commit:
+  protobuf-ref:
     description: Protobuf tag or commit to build.
     required: true
   mold-linker-flags:
@@ -12,20 +12,20 @@ inputs:
 runs:
   using: composite
   steps:
-    - name: Restore protobuf cache
+    - name: Restore Protobuf Cache
       id: restore-protobuf-cache
       uses: actions/cache/restore@v4
       with:
         path: |
           /usr/local/lib/libproto*
           /usr/local/include/google/protobuf
-        key: protobuf-${{ runner.os }}-${{ inputs.protobuf-commit }}
+        key: protobuf-${{ runner.os }}-${{ inputs.protobuf-ref }}
 
-    - name: Install protobuf
+    - name: Install Protobuf
       if: steps.restore-protobuf-cache.outputs.cache-hit != 'true'
       shell: bash
       run: |
-        git clone --depth 1 --branch ${{ inputs.protobuf-commit }} https://github.com/protocolbuffers/protobuf
+        git clone --depth 1 --branch ${{ inputs.protobuf-ref }} https://github.com/protocolbuffers/protobuf protobuf
         cmake -S protobuf -B protobuf/build -G Ninja \
           -DCMAKE_BUILD_TYPE=Release \
           -DCMAKE_EXE_LINKER_FLAGS="${{ inputs.mold-linker-flags }}" \
@@ -35,11 +35,11 @@ runs:
         sudo cmake --install protobuf/build
         rm -rf protobuf
 
-    - name: Save protobuf cache
+    - name: Save Protobuf Cache
       if: steps.restore-protobuf-cache.outputs.cache-hit != 'true'
       uses: actions/cache/save@v4
       with:
         path: |
           /usr/local/lib/libproto*
           /usr/local/include/google/protobuf
-        key: protobuf-${{ runner.os }}-${{ inputs.protobuf-commit }}
+        key: protobuf-${{ runner.os }}-${{ inputs.protobuf-ref }}
diff --git a/.github/actions/restore-raptor-build-cache/action.yml b/.github/actions/restore-raptor-build-cache/action.yml
index e00a491..9c7afe2 100644
--- a/.github/actions/restore-raptor-build-cache/action.yml
+++ b/.github/actions/restore-raptor-build-cache/action.yml
@@ -1,5 +1,5 @@
 name: Restore Raptor Build Cache
-description: Restore the cached raptor build directory for incremental builds.
+description: Restore the cached Raptor build directory for incremental builds.
 
 inputs:
   key:
@@ -17,7 +17,7 @@ outputs:
 runs:
   using: composite
   steps:
-    - name: Restore raptor build cache
+    - name: Restore Raptor Build Cache
       id: restore-raptor-build-cache
       uses: actions/cache/restore@v4
       with:
diff --git a/.github/actions/save-raptor-build-cache/action.yml b/.github/actions/save-raptor-build-cache/action.yml
index 66b6976..cea1bbf 100644
--- a/.github/actions/save-raptor-build-cache/action.yml
+++ b/.github/actions/save-raptor-build-cache/action.yml
@@ -1,5 +1,5 @@
 name: Save Raptor Build Cache
-description: Save the raptor build directory after a successful incremental build.
+description: Save the Raptor build directory after a successful incremental build.
 
 inputs:
   key:
@@ -9,7 +9,7 @@ inputs:
 runs:
   using: composite
   steps:
-    - name: Save raptor build cache
+    - name: Save Raptor Build Cache
       uses: actions/cache/save@v4
       with:
         path: build
diff --git a/.github/workflows/validate_operations.yml b/.github/workflows/validate_operations.yml
index 87be0d5..348bd45 100644
--- a/.github/workflows/validate_operations.yml
+++ b/.github/workflows/validate_operations.yml
@@ -2,7 +2,7 @@ name: Validate Operations
 
 env:
   LLVM_COMMIT: 0c2701fe7fa002e1befc5f86c268a7964f96d286
-  PROTOBUF_COMMIT: v34.0
+  PROTOBUF_REF: v34.0
   CMAKE_VERSION: 4.3.0
   MOLD_LINKER_FLAGS: -fuse-ld=mold
 
@@ -43,16 +43,16 @@ jobs:
           cmake --version
           which cmake
 
-      - name: Prepare MLIR cache
+      - name: Prepare MLIR Cache
         uses: ./.github/actions/prepare-mlir-cache
         with:
           llvm-commit: ${{ env.LLVM_COMMIT }}
           mold-linker-flags: ${{ env.MOLD_LINKER_FLAGS }}
 
-      - name: Prepare protobuf cache
+      - name: Prepare Protobuf Cache
         uses: ./.github/actions/prepare-protobuf-cache
         with:
-          protobuf-commit: ${{ env.PROTOBUF_COMMIT }}
+          protobuf-ref: ${{ env.PROTOBUF_REF }}
           mold-linker-flags: ${{ env.MOLD_LINKER_FLAGS }}
 
       - name: Register installed libraries
@@ -69,14 +69,14 @@ jobs:
       - name: Install Python dependencies
         run: pip install numpy onnx colorama
 
-      - name: Restore raptor build cache
+      - name: Restore Raptor Build Cache
         id: restore-raptor-build-cache
         uses: ./.github/actions/restore-raptor-build-cache
         with:
-          key: raptor-build-${{ runner.os }}-${{ github.ref_name }}-${{ env.LLVM_COMMIT }}-${{ env.PROTOBUF_COMMIT }}-${{ env.CMAKE_VERSION }}-${{ github.sha }}
+          key: raptor-build-${{ runner.os }}-${{ github.ref_name }}-${{ env.LLVM_COMMIT }}-${{ env.PROTOBUF_REF }}-${{ env.CMAKE_VERSION }}-${{ github.sha }}
           restore-keys: |
-            raptor-build-${{ runner.os }}-${{ github.ref_name }}-${{ env.LLVM_COMMIT }}-${{ env.PROTOBUF_COMMIT }}-${{ env.CMAKE_VERSION }}-
-            raptor-build-${{ runner.os }}-${{ env.LLVM_COMMIT }}-${{ env.PROTOBUF_COMMIT }}-${{ env.CMAKE_VERSION }}-
+            raptor-build-${{ runner.os }}-${{ github.ref_name }}-${{ env.LLVM_COMMIT }}-${{ env.PROTOBUF_REF }}-${{ env.CMAKE_VERSION }}-
+            raptor-build-${{ runner.os }}-${{ env.LLVM_COMMIT }}-${{ env.PROTOBUF_REF }}-${{ env.CMAKE_VERSION }}-
 
       - name: Build Raptor
         id: build-raptor
@@ -92,11 +92,11 @@ jobs:
             -DCMAKE_MODULE_LINKER_FLAGS="${MOLD_LINKER_FLAGS}"
           cmake --build build
 
-      - name: Save raptor build cache
+      - name: Save Raptor Build Cache
         if: steps.build-raptor.outcome == 'success' && steps.restore-raptor-build-cache.outputs.cache-hit != 'true'
         uses: ./.github/actions/save-raptor-build-cache
         with:
-          key: raptor-build-${{ runner.os }}-${{ github.ref_name }}-${{ env.LLVM_COMMIT }}-${{ env.PROTOBUF_COMMIT }}-${{ env.CMAKE_VERSION }}-${{ github.sha }}
+          key: raptor-build-${{ runner.os }}-${{ github.ref_name }}-${{ env.LLVM_COMMIT }}-${{ env.PROTOBUF_REF }}-${{ env.CMAKE_VERSION }}-${{ github.sha }}
 
       - name: Run validation
         run: |