diff --git a/.ci/scripts/validate.sh b/.ci/scripts/validate.sh
index dc42613846..65627036d8 100644
--- a/.ci/scripts/validate.sh
+++ b/.ci/scripts/validate.sh
@@ -255,10 +255,11 @@ function eval_model() {
 function eval_model_sanity_check() {
     local CHECKPOINT_PATH="$1"
     local TARGET_DEVICE="${2:-cpu}"
+    local DTYPES="$3"
     local MODEL_DIR="${CHECKPOINT_PATH%/*}"
     local MODEL_NAME=$(basename "$CHECKPOINT_PATH" | sed 's/\.[^.]*$//')
 
-    for DTYPE in float32 bfloat16 float16; do
+    for DTYPE in $DTYPES; do
         echo ""############### Run eval with torch.compile for dtype $DTYPE "###############"
         echo ""
         echo "******************************************"
@@ -320,7 +321,8 @@ function run_eval(){
 }
 
 function run_eval_sanity_check(){
-    eval_model_sanity_check "$CHECKPOINT_PATH" "$TARGET_DEVICE" || exit 1
+    echo "Passing DTYPES=$DTYPES"
+    eval_model_sanity_check "$CHECKPOINT_PATH" "$TARGET_DEVICE" "$DTYPES" || exit 1
 }
 
 CHECKPOINT_PATH="$1"
@@ -365,6 +367,22 @@ if [ "$#" -gt 2 ]; then
                 ;;
             "eval_sanity_check")
                 echo "arg:$arg"
+                DTYPES="bfloat16 float16 float32"
+                run_eval_sanity_check || exit 1
+                ;;
+            "eval_sanity_check-bfloat16")
+                echo "arg:$arg"
+                DTYPES="bfloat16"
+                run_eval_sanity_check || exit 1
+                ;;
+            "eval_sanity_check-float16")
+                echo "arg:$arg"
+                DTYPES="float16"
+                run_eval_sanity_check || exit 1
+                ;;
+            "eval_sanity_check-float32")
+                echo "arg:$arg"
+                DTYPES="float32"
                 run_eval_sanity_check || exit 1
                 ;;
             *)
diff --git a/.github/workflows/pull.yml b/.github/workflows/pull.yml
index 00029eae31..2b5bbcc547 100644
--- a/.github/workflows/pull.yml
+++ b/.github/workflows/pull.yml
@@ -129,7 +129,79 @@ jobs:
           python3 -c 'import torch;print(f"torch: {torch.__version__, torch.version.git_version}")'
           pushd ${TORCHCHAT_ROOT}
           bash .ci/scripts/convert_checkpoint.sh ${REPO_NAME}
-          bash .ci/scripts/validate.sh "./checkpoints/${REPO_NAME}/model.pth" "cpu" "eval_sanity_check"
+          bash .ci/scripts/validate.sh "./checkpoints/${REPO_NAME}/model.pth" "cpu" "eval_sanity_check-bfloat16"
+
+  test-cpu-eval-sanity-check-float16:
+    name: test-cpu-eval-sanity-check-float16 (${{ matrix.platform }}, ${{ matrix.model_name }})
+    needs: gather-models-cpu
+    strategy:
+      matrix: ${{ fromJSON(needs.gather-models-cpu.outputs.models) }}
+      fail-fast: false
+    runs-on: ${{ matrix.runner }}
+    env:
+      TORCHCHAT_ROOT: ${{ github.workspace }}
+      REPO_NAME: ${{ matrix.repo_name }}
+    steps:
+      - name: Checkout repo
+        uses: actions/checkout@v3
+      - name: Setup Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.11'
+      - name: Print machine info
+        run: |
+          echo "$(uname -a)"
+      - name: Install dependencies
+        run: |
+          pip3 install --pre torch --index-url https://download.pytorch.org/whl/nightly/cpu
+          pip3 install -r requirements.txt
+          pip3 list
+          python3 -c 'import torch;print(f"torch: {torch.__version__, torch.version.git_version}")'
+      - name: Download checkpoints
+        run: |
+          bash ${TORCHCHAT_ROOT}/.ci/scripts/wget_checkpoint.sh ${{ matrix.repo_name }} "${{ matrix.resources }}"
+      - name: Run validation
+        run: |
+          python3 -c 'import torch;print(f"torch: {torch.__version__, torch.version.git_version}")'
+          pushd ${TORCHCHAT_ROOT}
+          bash .ci/scripts/convert_checkpoint.sh ${REPO_NAME}
+          bash .ci/scripts/validate.sh "./checkpoints/${REPO_NAME}/model.pth" "cpu" "eval_sanity_check-float16"
+
+  test-cpu-eval-sanity-check-float32:
+    name: test-cpu-eval-sanity-check-float32 (${{ matrix.platform }}, ${{ matrix.model_name }})
+    needs: gather-models-cpu
+    strategy:
+      matrix: ${{ fromJSON(needs.gather-models-cpu.outputs.models) }}
+      fail-fast: false
+    runs-on: ${{ matrix.runner }}
+    env:
+      TORCHCHAT_ROOT: ${{ github.workspace }}
+      REPO_NAME: ${{ matrix.repo_name }}
+    steps:
+      - name: Checkout repo
+        uses: actions/checkout@v3
+      - name: Setup Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.11'
+      - name: Print machine info
+        run: |
+          echo "$(uname -a)"
+      - name: Install dependencies
+        run: |
+          pip3 install --pre torch --index-url https://download.pytorch.org/whl/nightly/cpu
+          pip3 install -r requirements.txt
+          pip3 list
+          python3 -c 'import torch;print(f"torch: {torch.__version__, torch.version.git_version}")'
+      - name: Download checkpoints
+        run: |
+          bash ${TORCHCHAT_ROOT}/.ci/scripts/wget_checkpoint.sh ${{ matrix.repo_name }} "${{ matrix.resources }}"
+      - name: Run validation
+        run: |
+          python3 -c 'import torch;print(f"torch: {torch.__version__, torch.version.git_version}")'
+          pushd ${TORCHCHAT_ROOT}
+          bash .ci/scripts/convert_checkpoint.sh ${REPO_NAME}
+          bash .ci/scripts/validate.sh "./checkpoints/${REPO_NAME}/model.pth" "cpu" "eval_sanity_check-float32"
 
   gather-models-gpu:
     runs-on: ubuntu-22.04