diff --git a/dsRag/Test/TestGongShi.py b/dsRag/Test/TestGongShi.py
index 387f6069..3a524368 100644
--- a/dsRag/Test/TestGongShi.py
+++ b/dsRag/Test/TestGongShi.py
@@ -11,6 +11,7 @@ def docx_to_latex(docx_path):
     import re
     # 替换公式格式
     latex_content = re.sub(r'\\\[(.*?)\\\]', r'$$\1$$', latex_content)
+    latex_content = re.sub(r'\\\((.*?)\\\)', r'$\1$', latex_content)
     # 替换图片路径为【图片X】格式
     img_count = 1
 
diff --git a/dsRag/Test/带公式的WORD文档.docx b/dsRag/Test/带公式的WORD文档.docx
index 56a9709c..3950ef6e 100644
Binary files a/dsRag/Test/带公式的WORD文档.docx and b/dsRag/Test/带公式的WORD文档.docx differ