diff --git a/langchain/text_splitter.py b/langchain/text_splitter.py
index 7b3bc3268e7..4e297e3b0e0 100644
--- a/langchain/text_splitter.py
+++ b/langchain/text_splitter.py
@@ -1,6 +1,7 @@
 """Functionality for splitting text."""
 from __future__ import annotations
 
+import copy
 import logging
 from abc import ABC, abstractmethod
 from typing import (
@@ -51,7 +52,10 @@ class TextSplitter(ABC):
         documents = []
         for i, text in enumerate(texts):
             for chunk in self.split_text(text):
-                documents.append(Document(page_content=chunk, metadata=_metadatas[i]))
+                new_doc = Document(
+                    page_content=chunk, metadata=copy.deepcopy(_metadatas[i])
+                )
+                documents.append(new_doc)
         return documents
 
     def split_documents(self, documents: List[Document]) -> List[Document]:
diff --git a/tests/unit_tests/test_text_splitter.py b/tests/unit_tests/test_text_splitter.py
index 90c213723fd..dbfb9b5fe2b 100644
--- a/tests/unit_tests/test_text_splitter.py
+++ b/tests/unit_tests/test_text_splitter.py
@@ -94,6 +94,21 @@ def test_create_documents_with_metadata() -> None:
     assert docs == expected_docs
 
 
+def test_metadata_not_shallow() -> None:
+    """Test that metadatas are not shallow."""
+    texts = ["foo bar"]
+    splitter = CharacterTextSplitter(separator=" ", chunk_size=3, chunk_overlap=0)
+    docs = splitter.create_documents(texts, [{"source": "1"}])
+    expected_docs = [
+        Document(page_content="foo", metadata={"source": "1"}),
+        Document(page_content="bar", metadata={"source": "1"}),
+    ]
+    assert docs == expected_docs
+    docs[0].metadata["foo"] = 1
+    assert docs[0].metadata == {"source": "1", "foo": 1}
+    assert docs[1].metadata == {"source": "1"}
+
+
 def test_iterative_text_splitter() -> None:
     """Test iterative text splitter."""
     text = """Hi.\n\nI'm Harrison.\n\nHow? Are? You?\nOkay then f f f f.