diff --git a/docs/extras/modules/data_connection/document_loaders/integrations/example_data/README.rst b/docs/extras/modules/data_connection/document_loaders/integrations/example_data/README.rst
new file mode 100644
index 00000000000..45630d0385d
--- /dev/null
+++ b/docs/extras/modules/data_connection/document_loaders/integrations/example_data/README.rst
@@ -0,0 +1,28 @@
+Example Docs
+------------
+
+The sample docs directory contains the following files:
+
+-  ``example-10k.html`` - A 10-K SEC filing in HTML format
+-  ``layout-parser-paper.pdf`` - A PDF copy of the layout parser paper
+-  ``factbook.xml``/``factbook.xsl`` - Example XML/XLS files that you
+   can use to test stylesheets
+
+These documents can be used to test out the parsers in the library. In
+addition, here are instructions for pulling in some sample docs that are
+too big to store in the repo.
+
+XBRL 10-K
+^^^^^^^^^
+
+You can get an example 10-K in inline XBRL format using the following
+``curl``. Note, you need to have the user agent set in the header or the
+SEC site will reject your request.
+
+.. code:: bash
+
+   curl -O \
+     -A '${organization} ${email}'
+     https://www.sec.gov/Archives/edgar/data/311094/000117184321001344/0001171843-21-001344.txt
+
+You can parse this document using the HTML parser.
diff --git a/docs/extras/modules/data_connection/document_loaders/integrations/rst.ipynb b/docs/extras/modules/data_connection/document_loaders/integrations/rst.ipynb
new file mode 100644
index 00000000000..1e2b6dd1372
--- /dev/null
+++ b/docs/extras/modules/data_connection/document_loaders/integrations/rst.ipynb
@@ -0,0 +1,88 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# RST\n",
+    "\n",
+    ">A [reStructured Text (RST)](https://en.wikipedia.org/wiki/ReStructuredText) file is a file format for textual data used primarily in the Python programming language community for technical documentation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## `UnstructuredRSTLoader`\n",
+    "\n",
+    "You can load data from RST files with `UnstructuredRSTLoader` using the following workflow."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain.document_loaders import UnstructuredRSTLoader"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "loader = UnstructuredRSTLoader(\n",
+    "    file_path=\"example_data/README.rst\", mode=\"elements\"\n",
+    ")\n",
+    "docs = loader.load()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "page_content='Example Docs' metadata={'source': 'example_data/README.rst', 'filename': 'README.rst', 'file_directory': 'example_data', 'filetype': 'text/x-rst', 'page_number': 1, 'category': 'Title'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(docs[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/langchain/document_loaders/__init__.py b/langchain/document_loaders/__init__.py
index 53c0bf23b45..1503734f773 100644
--- a/langchain/document_loaders/__init__.py
+++ b/langchain/document_loaders/__init__.py
@@ -97,6 +97,7 @@ from langchain.document_loaders.readthedocs import ReadTheDocsLoader
 from langchain.document_loaders.recursive_url_loader import RecusiveUrlLoader
 from langchain.document_loaders.reddit import RedditPostsLoader
 from langchain.document_loaders.roam import RoamLoader
+from langchain.document_loaders.rst import UnstructuredRSTLoader
 from langchain.document_loaders.rtf import UnstructuredRTFLoader
 from langchain.document_loaders.s3_directory import S3DirectoryLoader
 from langchain.document_loaders.s3_file import S3FileLoader
@@ -261,6 +262,7 @@ __all__ = [
     "UnstructuredODTLoader",
     "UnstructuredPDFLoader",
     "UnstructuredPowerPointLoader",
+    "UnstructuredRSTLoader",
     "UnstructuredRTFLoader",
     "UnstructuredURLLoader",
     "UnstructuredWordDocumentLoader",
diff --git a/langchain/document_loaders/rst.py b/langchain/document_loaders/rst.py
new file mode 100644
index 00000000000..9b20e7bab4d
--- /dev/null
+++ b/langchain/document_loaders/rst.py
@@ -0,0 +1,22 @@
+"""Loader that loads RST files."""
+from typing import Any, List
+
+from langchain.document_loaders.unstructured import (
+    UnstructuredFileLoader,
+    validate_unstructured_version,
+)
+
+
+class UnstructuredRSTLoader(UnstructuredFileLoader):
+    """Loader that uses unstructured to load RST files."""
+
+    def __init__(
+        self, file_path: str, mode: str = "single", **unstructured_kwargs: Any
+    ):
+        validate_unstructured_version(min_unstructured_version="0.7.5")
+        super().__init__(file_path=file_path, mode=mode, **unstructured_kwargs)
+
+    def _get_elements(self) -> List:
+        from unstructured.partition.rst import partition_rst
+
+        return partition_rst(filename=self.file_path, **self.unstructured_kwargs)
diff --git a/tests/integration_tests/document_loaders/test_rst.py b/tests/integration_tests/document_loaders/test_rst.py
new file mode 100644
index 00000000000..ead71c3dc6c
--- /dev/null
+++ b/tests/integration_tests/document_loaders/test_rst.py
@@ -0,0 +1,15 @@
+import os
+from pathlib import Path
+
+from langchain.document_loaders import UnstructuredRSTLoader
+
+EXAMPLE_DIRECTORY = file_path = Path(__file__).parent.parent / "examples"
+
+
+def test_unstructured_rst_loader() -> None:
+    """Test unstructured loader."""
+    file_path = os.path.join(EXAMPLE_DIRECTORY, "README.rst")
+    loader = UnstructuredRSTLoader(str(file_path))
+    docs = loader.load()
+
+    assert len(docs) == 1
diff --git a/tests/integration_tests/examples/README.rst b/tests/integration_tests/examples/README.rst
new file mode 100644
index 00000000000..45630d0385d
--- /dev/null
+++ b/tests/integration_tests/examples/README.rst
@@ -0,0 +1,28 @@
+Example Docs
+------------
+
+The sample docs directory contains the following files:
+
+-  ``example-10k.html`` - A 10-K SEC filing in HTML format
+-  ``layout-parser-paper.pdf`` - A PDF copy of the layout parser paper
+-  ``factbook.xml``/``factbook.xsl`` - Example XML/XLS files that you
+   can use to test stylesheets
+
+These documents can be used to test out the parsers in the library. In
+addition, here are instructions for pulling in some sample docs that are
+too big to store in the repo.
+
+XBRL 10-K
+^^^^^^^^^
+
+You can get an example 10-K in inline XBRL format using the following
+``curl``. Note, you need to have the user agent set in the header or the
+SEC site will reject your request.
+
+.. code:: bash
+
+   curl -O \
+     -A '${organization} ${email}'
+     https://www.sec.gov/Archives/edgar/data/311094/000117184321001344/0001171843-21-001344.txt
+
+You can parse this document using the HTML parser.