diff --git a/llama-index-integrations/readers/llama-index-readers-file/llama_index/readers/file/markdown/base.py b/llama-index-integrations/readers/llama-index-readers-file/llama_index/readers/file/markdown/base.py
index 228e749a4257f42ae1584385cc953a38459f6619..e0e39e53de5cb8b3ff2b462a46001c1628a6d1f1 100644
--- a/llama-index-integrations/readers/llama-index-readers-file/llama_index/readers/file/markdown/base.py
+++ b/llama-index-integrations/readers/llama-index-readers-file/llama_index/readers/file/markdown/base.py
@@ -71,12 +71,12 @@ class MarkdownReader(BaseReader):
         return markdown_tups
 
     def remove_images(self, content: str) -> str:
-        """Get a dictionary of a markdown file from its path."""
+        """Remove images in markdown content."""
         pattern = r"!{1}\[\[(.*)\]\]"
         return re.sub(pattern, "", content)
 
     def remove_hyperlinks(self, content: str) -> str:
-        """Get a dictionary of a markdown file from its path."""
+        """Remove hyperlinks in markdown content."""
         pattern = r"\[(.*?)\]\((.*?)\)"
         return re.sub(pattern, r"\1", content)