diff --git a/server/knowledge_base/utils.py b/server/knowledge_base/utils.py
index 6fd0ef7..dc0e6ae 100644
--- a/server/knowledge_base/utils.py
+++ b/server/knowledge_base/utils.py
@@ -25,7 +25,7 @@ from server.utils import run_in_thread_pool, embedding_device, get_model_worker_
 import io
 from typing import List, Union, Callable, Dict, Optional, Tuple, Generator
 import chardet
-
+import re
 
 def validate_kb_name(knowledge_base_id: str) -> bool:
     # 检查是否包含预期外的字符或路径攻击关键字
@@ -314,6 +314,10 @@ class KnowledgeFile:
                 print("文件不存在")
 
         docs = docs or self.file2docs(refresh=refresh)
+        #after loading, remove the redundant line break
+        for doc in docs:
+            if doc.page_content.strip()!="":
+                doc.page_content = re.sub(r"\n{2,}", "\n", doc.page_content.strip()) 
         file_name_without_extension, file_extension = os.path.splitext(self.filepath)
         print(f"filepath:{self.filepath},文件名拆分后：{file_name_without_extension},{file_extension}")
         if not docs:
diff --git a/text_splitter/chinese_recursive_text_splitter.py b/text_splitter/chinese_recursive_text_splitter.py
index a4ac4fc..ac2448b 100644
--- a/text_splitter/chinese_recursive_text_splitter.py
+++ b/text_splitter/chinese_recursive_text_splitter.py
@@ -97,7 +97,26 @@ class ChineseRecursiveTextSplitter(RecursiveCharacterTextSplitter):
         if _good_splits:
             merged_text = self._merge_splits(_good_splits, _separator)
             final_chunks.extend(merged_text)
-        return [re.sub(r"\n{2,}", "\n", chunk.strip()) for chunk in final_chunks if chunk.strip()!=""]
+        
+        final_chunks = [re.sub(r"\n{2,}", "\n", chunk.strip()) for chunk in final_chunks if chunk.strip()!=""]
+        #将单行和两行的和下面的分块合并
+        return_chunks = []
+        temp_sencond = ""
+        for chunk in final_chunks:
+            if temp_sencond =="":
+                if len(chunk.splitlines()) <= 1:
+                    temp_sencond = chunk
+                else:
+                    return_chunks.append(chunk)
+            else:
+                return_chunks.append(temp_sencond + chunk)
+                temp_sencond = "" 
+
+        if temp_sencond !="":
+            return_chunks.append(temp_sencond)
+
+        return return_chunks
+        #return [re.sub(r"\n{2,}", "\n", chunk.strip()) for chunk in final_chunks if chunk.strip()!=""]
 
 
 if __name__ == "__main__":