diff --git a/.github/workflows/doc-lint.yml b/.github/workflows/doc-lint.yml
index 2244e3721600..e37f7d432365 100644
--- a/.github/workflows/doc-lint.yml
+++ b/.github/workflows/doc-lint.yml
@@ -28,7 +28,7 @@ jobs:
           ./utils/fix-zh-doc-segment.py > \
             /tmp/check.log 2>&1 || (cat /tmp/check.log && exit 1)
           if grep "find broken newline in file: " /tmp/check.log; then
-            cat /tmp/error.log
+            cat /tmp/check.log
             echo "Newline can't appear in the middle of Chinese sentences."
             echo "You need to run ./utils/fix-zh-doc-segment.py to fix them."
             exit 1
diff --git a/utils/fix-zh-doc-segment.py b/utils/fix-zh-doc-segment.py
index da0ccf684724..1d76f2a98e46 100755
--- a/utils/fix-zh-doc-segment.py
+++ b/utils/fix-zh-doc-segment.py
@@ -43,8 +43,11 @@ def check_segment(root):
             with open(fn) as f:
                 lines = f.readlines()
                 new_lines = [lines[0]]
+                skip = False
                 for i in range(1, len(lines)):
-                    if need_fold(lines[i-1], lines[i]):
+                    if lines[i-1].startswith('```'):
+                        skip = not skip
+                    if not skip and need_fold(lines[i-1], lines[i]):
                         new_lines[-1] = new_lines[-1].rstrip("\r\n") + lines[i]
                     else:
                         new_lines.append(lines[i])