diff --git a/.github/ISSUE_TEMPLATE/1-bug-report.yml b/.github/ISSUE_TEMPLATE/1-bug-report.yml
index 4e5ffba02e..7ffb427ce2 100644
--- a/.github/ISSUE_TEMPLATE/1-bug-report.yml
+++ b/.github/ISSUE_TEMPLATE/1-bug-report.yml
@@ -1,22 +1,29 @@
 name: "\U0001F41B Bug / help"
 description: Create a report to help us improve the LLaMA Factory
+labels: ["bug", "pending"]
 body:
   - type: markdown
     attributes:
       value: |
         Issues included in **[FAQs](https://github.com/hiyouga/LLaMA-Factory/issues/4614)** or those with **insufficient** information may be closed without a response.
-        包含在 **[常见问题](https://github.com/hiyouga/LLaMA-Factory/issues/4614)** 内或提供信息**不完整**的 issues 可能不会被回复。
+        已经包含在 **[常见问题](https://github.com/hiyouga/LLaMA-Factory/issues/4614)** 内或提供信息**不完整**的 issues 可能不会被回复。
+
+  - type: markdown
+    attributes:
+      value: |
+        Please do not create issues that are not related to framework bugs under this category, use **[Discussions](https://github.com/hiyouga/LLaMA-Factory/discussions/categories/q-a)** instead.
+        请勿在此分类下创建和框架 bug 无关的 issues，请使用 **[讨论区](https://github.com/hiyouga/LLaMA-Factory/discussions/categories/q-a)**。
 
   - type: checkboxes
     id: reminder
     attributes:
       label: Reminder
       description: |
-        Please ensure you have read the README carefully and searched the existing issues (including FAQs).
-        请确保您已经认真阅读了 README 并且搜索过现有的 issues（包括常见问题）。
+        Please ensure you have read the above rules carefully and searched the existing issues (including FAQs).
+        请确保您已经认真阅读了上述规则并且搜索过现有的 issues（包括常见问题）。
 
       options:
-        - label: I have read the README and searched the existing issues.
+        - label: I have read the above rules and searched the existing issues.
           required: true
 
   - type: textarea
diff --git a/.github/ISSUE_TEMPLATE/2-feature-request.yml b/.github/ISSUE_TEMPLATE/2-feature-request.yml
index 73676a7e1e..5d72271ebc 100644
--- a/.github/ISSUE_TEMPLATE/2-feature-request.yml
+++ b/.github/ISSUE_TEMPLATE/2-feature-request.yml
@@ -1,7 +1,25 @@
 name: "\U0001F680 Feature request"
 description: Submit a request for a new feature
-labels: ["enhancement"]
+labels: ["enhancement", "pending"]
 body:
+  - type: markdown
+    attributes:
+      value: |
+        Please do not create issues that are not related to new features under this category.
+        请勿在此分类下创建和新特性无关的 issues。
+
+  - type: checkboxes
+    id: reminder
+    attributes:
+      label: Reminder
+      description: |
+        Please ensure you have read the above rules carefully and searched the existing issues.
+        请确保您已经认真阅读了上述规则并且搜索过现有的 issues。
+
+      options:
+        - label: I have read the above rules and searched the existing issues.
+          required: true
+
   - type: textarea
     id: description
     validations:
diff --git a/.github/workflows/label_issue.yml b/.github/workflows/label_issue.yml
index ce7359ab49..b7469f6a1f 100644
--- a/.github/workflows/label_issue.yml
+++ b/.github/workflows/label_issue.yml
@@ -18,13 +18,15 @@ jobs:
           ISSUE_URL: ${{ github.event.issue.html_url }}
           ISSUE_TITLE: ${{ github.event.issue.title }}
         run: |
-          LABEL=pending
+          LABEL=""
           NPU_KEYWORDS=(npu huawei ascend 华为 昇腾)
           ISSUE_TITLE_LOWER=$(echo $ISSUE_TITLE | tr '[:upper:]' '[:lower:]')
           for KEYWORD in ${NPU_KEYWORDS[@]}; do
             if [[ $ISSUE_TITLE_LOWER == *$KEYWORD* ]] && [[ $ISSUE_TITLE_LOWER != *input* ]]; then
-              LABEL=pending,npu
+              LABEL="npu"
               break
             fi
           done
-          gh issue edit $ISSUE_URL --add-label $LABEL
+          if [ -n "$LABEL" ]; then
+            gh issue edit $ISSUE_URL --add-label $LABEL
+          fi