diff --git a/rag/nlp/__init__.py b/rag/nlp/__init__.py
index 0fe0653fc..34881d924 100644
--- a/rag/nlp/__init__.py
+++ b/rag/nlp/__init__.py
@@ -536,8 +536,13 @@ def naive_merge(sections, chunk_token_num=128, delimiter="\n。；！？"):
             cks[-1] += t
             tk_nums[-1] += tnum
 
+    dels = get_delimiters(delimiter)
     for sec, pos in sections:
-        add_chunk(sec, pos)
+        splited_sec = re.split(r"(%s)" % dels, sec)
+        for sub_sec in splited_sec:
+            if re.match(f"^{dels}$", sub_sec):
+                continue
+            add_chunk(sub_sec, pos)
 
     return cks
     
@@ -576,8 +581,13 @@ def naive_merge_with_images(texts, images, chunk_token_num=128, delimiter="\n。
                 result_images[-1] = concat_img(result_images[-1], image)
             tk_nums[-1] += tnum
 
+    dels = get_delimiters(delimiter)
     for text, image in zip(texts, images):
-        add_chunk(text, image)
+        splited_sec = re.split(r"(%s)" % dels, text)
+        for sub_sec in splited_sec:
+            if re.match(f"^{dels}$", sub_sec):
+                continue
+            add_chunk(text, image)
 
     return cks, result_images
 
@@ -640,8 +650,13 @@ def naive_merge_docx(sections, chunk_token_num=128, delimiter="\n。；！？"):
             images[-1] = concat_img(images[-1], image)
             tk_nums[-1] += tnum
 
+    dels = get_delimiters(delimiter)
     for sec, image in sections:
-        add_chunk(sec, image, '')
+        splited_sec = re.split(r"(%s)" % dels, sec)
+        for sub_sec in splited_sec:
+            if re.match(f"^{dels}$", sub_sec):
+                continue
+            add_chunk(sub_sec, image,"")
 
     return cks, images
 
@@ -649,3 +664,20 @@ def naive_merge_docx(sections, chunk_token_num=128, delimiter="\n。；！？"):
 def extract_between(text: str, start_tag: str, end_tag: str) -> list[str]:
     pattern = re.escape(start_tag) + r"(.*?)" + re.escape(end_tag)
     return re.findall(pattern, text, flags=re.DOTALL)
+
+
+def get_delimiters(delimiters: str):
+    dels = []
+    s = 0
+    for m in re.finditer(r"`([^`]+)`", delimiters, re.I):
+        f, t = m.span()
+        dels.append(m.group(1))
+        dels.extend(list(delimiters[s: f]))
+        s = t
+    if s < len(delimiters):
+        dels.extend(list(delimiters[s:]))
+    dels = [re.escape(d) for d in dels if d]
+    dels = [d for d in dels if d]
+    dels_pattern = "|".join(dels)
+
+    return dels_pattern