diff --git a/libs/langchain/langchain/document_loaders/hugging_face_dataset.py b/libs/langchain/langchain/document_loaders/hugging_face_dataset.py
index 17b823dd21..a253e72024 100644
--- a/libs/langchain/langchain/document_loaders/hugging_face_dataset.py
+++ b/libs/langchain/langchain/document_loaders/hugging_face_dataset.py
@@ -1,4 +1,3 @@
-"""Loads HuggingFace datasets."""
 from typing import Iterator, List, Mapping, Optional, Sequence, Union
 
 from langchain.docstore.document import Document
@@ -6,7 +5,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class HuggingFaceDatasetLoader(BaseLoader):
-    """Load Documents from the Hugging Face Hub."""
+    """Load from `Hugging Face Hub` datasets."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/ifixit.py b/libs/langchain/langchain/document_loaders/ifixit.py
index 1669dace99..3507334c56 100644
--- a/libs/langchain/langchain/document_loaders/ifixit.py
+++ b/libs/langchain/langchain/document_loaders/ifixit.py
@@ -1,4 +1,3 @@
-"""Loads iFixit data."""
 from typing import List, Optional
 
 import requests
@@ -11,7 +10,7 @@ IFIXIT_BASE_URL = "https://www.ifixit.com/api/2.0"
 
 
 class IFixitLoader(BaseLoader):
-    """Load iFixit repair guides, device wikis and answers.
+    """Load `iFixit` repair guides, device wikis and answers.
 
     iFixit is the largest, open repair community on the web. The site contains nearly
     100k repair manuals, 200k Questions & Answers on 42k devices, and all the data is
diff --git a/libs/langchain/langchain/document_loaders/image.py b/libs/langchain/langchain/document_loaders/image.py
index 9a31bd00c6..4d854676d5 100644
--- a/libs/langchain/langchain/document_loaders/image.py
+++ b/libs/langchain/langchain/document_loaders/image.py
@@ -1,11 +1,10 @@
-"""Loads image files."""
 from typing import List
 
 from langchain.document_loaders.unstructured import UnstructuredFileLoader
 
 
 class UnstructuredImageLoader(UnstructuredFileLoader):
-    """Loader that uses Unstructured to load PNG and JPG files.
+    """Load `PNG` and `JPG` files using `Unstructured`.
 
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
diff --git a/libs/langchain/langchain/document_loaders/image_captions.py b/libs/langchain/langchain/document_loaders/image_captions.py
index 53e3c694e2..40d3de9379 100644
--- a/libs/langchain/langchain/document_loaders/image_captions.py
+++ b/libs/langchain/langchain/document_loaders/image_captions.py
@@ -1,9 +1,3 @@
-"""Loads image captions.
-
-By default, the loader utilizes the pre-trained BLIP image captioning model.
-https://huggingface.co/Salesforce/blip-image-captioning-base
-
-"""
 from typing import Any, List, Tuple, Union
 
 import requests
@@ -13,7 +7,12 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class ImageCaptionLoader(BaseLoader):
-    """Loads the captions of an image"""
+    """Load image captions.
+
+    By default, the loader utilizes the pre-trained
+    Salesforce BLIP image captioning model.
+    https://huggingface.co/Salesforce/blip-image-captioning-base
+    """
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/imsdb.py b/libs/langchain/langchain/document_loaders/imsdb.py
index 312e25a850..acf0e1b59b 100644
--- a/libs/langchain/langchain/document_loaders/imsdb.py
+++ b/libs/langchain/langchain/document_loaders/imsdb.py
@@ -1,4 +1,3 @@
-"""Loads IMSDb."""
 from typing import List
 
 from langchain.docstore.document import Document
@@ -6,7 +5,7 @@ from langchain.document_loaders.web_base import WebBaseLoader
 
 
 class IMSDbLoader(WebBaseLoader):
-    """Loads IMSDb webpages."""
+    """Load `IMSDb` webpages."""
 
     def load(self) -> List[Document]:
         """Load webpage."""
diff --git a/libs/langchain/langchain/document_loaders/iugu.py b/libs/langchain/langchain/document_loaders/iugu.py
index 229cf6f629..c8ee3c3511 100644
--- a/libs/langchain/langchain/document_loaders/iugu.py
+++ b/libs/langchain/langchain/document_loaders/iugu.py
@@ -1,4 +1,3 @@
-"""Loader that fetches data from IUGU"""
 import json
 import urllib.request
 from typing import List, Optional
@@ -17,7 +16,7 @@ IUGU_ENDPOINTS = {
 
 
 class IuguLoader(BaseLoader):
-    """Loader that fetches data from IUGU."""
+    """Load from `IUGU`."""
 
     def __init__(self, resource: str, api_token: Optional[str] = None) -> None:
         """Initialize the IUGU resource.
diff --git a/libs/langchain/langchain/document_loaders/joplin.py b/libs/langchain/langchain/document_loaders/joplin.py
index 0cce974622..62efe62fd9 100644
--- a/libs/langchain/langchain/document_loaders/joplin.py
+++ b/libs/langchain/langchain/document_loaders/joplin.py
@@ -11,8 +11,7 @@ LINK_NOTE_TEMPLATE = "joplin://x-callback-url/openNote?id={id}"
 
 
 class JoplinLoader(BaseLoader):
-    """
-    Loader that fetches notes from Joplin.
+    """Load notes from `Joplin`.
 
     In order to use this loader, you need to have Joplin running with the
     Web Clipper enabled (look for "Web Clipper" in the app settings).
diff --git a/libs/langchain/langchain/document_loaders/json_loader.py b/libs/langchain/langchain/document_loaders/json_loader.py
index 9e793798e3..e13ae1bb89 100644
--- a/libs/langchain/langchain/document_loaders/json_loader.py
+++ b/libs/langchain/langchain/document_loaders/json_loader.py
@@ -1,4 +1,3 @@
-"""Loads data from JSON."""
 import json
 from pathlib import Path
 from typing import Any, Callable, Dict, List, Optional, Union
@@ -8,7 +7,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class JSONLoader(BaseLoader):
-    """Loads a JSON file using a jq schema.
+    """Load a `JSON` file using a `jq` schema.
 
     Example:
         [{"text": ...}, {"text": ...}, {"text": ...}] -> schema = .[].text
diff --git a/libs/langchain/langchain/document_loaders/larksuite.py b/libs/langchain/langchain/document_loaders/larksuite.py
index d57c10b898..1b94ca0175 100644
--- a/libs/langchain/langchain/document_loaders/larksuite.py
+++ b/libs/langchain/langchain/document_loaders/larksuite.py
@@ -1,4 +1,3 @@
-"""Loads LarkSuite (FeiShu) document json dump."""
 import json
 import urllib.request
 from typing import Any, Iterator, List
@@ -8,7 +7,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class LarkSuiteDocLoader(BaseLoader):
-    """Loads LarkSuite (FeiShu) document."""
+    """Load from `LarkSuite` (`FeiShu`)."""
 
     def __init__(self, domain: str, access_token: str, document_id: str):
         """Initialize with domain, access_token (tenant / user), and document_id.
diff --git a/libs/langchain/langchain/document_loaders/markdown.py b/libs/langchain/langchain/document_loaders/markdown.py
index 820b5b53de..8b3665a496 100644
--- a/libs/langchain/langchain/document_loaders/markdown.py
+++ b/libs/langchain/langchain/document_loaders/markdown.py
@@ -1,11 +1,10 @@
-"""Loads Markdown files."""
 from typing import List
 
 from langchain.document_loaders.unstructured import UnstructuredFileLoader
 
 
 class UnstructuredMarkdownLoader(UnstructuredFileLoader):
-    """Loader that uses Unstructured to load markdown files.
+    """Load `Markdown` files using `Unstructured`.
 
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
diff --git a/libs/langchain/langchain/document_loaders/mastodon.py b/libs/langchain/langchain/document_loaders/mastodon.py
index ae353790cd..3ed70e0de1 100644
--- a/libs/langchain/langchain/document_loaders/mastodon.py
+++ b/libs/langchain/langchain/document_loaders/mastodon.py
@@ -1,4 +1,3 @@
-"""Mastodon document loader."""
 from __future__ import annotations
 
 import os
@@ -23,7 +22,7 @@ def _dependable_mastodon_import() -> mastodon:
 
 
 class MastodonTootsLoader(BaseLoader):
-    """Mastodon toots loader."""
+    """Load the `Mastodon` 'toots'."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/max_compute.py b/libs/langchain/langchain/document_loaders/max_compute.py
index ee3c64ae79..d75439634b 100644
--- a/libs/langchain/langchain/document_loaders/max_compute.py
+++ b/libs/langchain/langchain/document_loaders/max_compute.py
@@ -8,7 +8,7 @@ from langchain.utilities.max_compute import MaxComputeAPIWrapper
 
 
 class MaxComputeLoader(BaseLoader):
-    """Loads a query result from Alibaba Cloud MaxCompute table into documents."""
+    """Load from `Alibaba Cloud MaxCompute` table."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/mediawikidump.py b/libs/langchain/langchain/document_loaders/mediawikidump.py
index 370289f128..d4f7815cec 100644
--- a/libs/langchain/langchain/document_loaders/mediawikidump.py
+++ b/libs/langchain/langchain/document_loaders/mediawikidump.py
@@ -1,4 +1,3 @@
-"""Load Data from a MediaWiki dump xml."""
 import logging
 from pathlib import Path
 from typing import List, Optional, Sequence, Union
@@ -10,8 +9,8 @@ logger = logging.getLogger(__name__)
 
 
 class MWDumpLoader(BaseLoader):
-    """
-    Load MediaWiki dump from XML file
+    """Load `MediaWiki` dump from an `XML` file.
+
     Example:
         .. code-block:: python
 
diff --git a/libs/langchain/langchain/document_loaders/mhtml.py b/libs/langchain/langchain/document_loaders/mhtml.py
index 4def89a2dd..c7b7f55ec9 100644
--- a/libs/langchain/langchain/document_loaders/mhtml.py
+++ b/libs/langchain/langchain/document_loaders/mhtml.py
@@ -1,5 +1,3 @@
-"""Load MHTML files, enriching metadata with page title."""
-
 import email
 import logging
 from typing import Dict, List, Union
@@ -11,7 +9,7 @@ logger = logging.getLogger(__name__)
 
 
 class MHTMLLoader(BaseLoader):
-    """Loader that uses beautiful soup to parse HTML files."""
+    """Parse `MHTML` files with `BeautifulSoup`."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/modern_treasury.py b/libs/langchain/langchain/document_loaders/modern_treasury.py
index 2d12d6bd8e..21607ba1c8 100644
--- a/libs/langchain/langchain/document_loaders/modern_treasury.py
+++ b/libs/langchain/langchain/document_loaders/modern_treasury.py
@@ -1,4 +1,3 @@
-"""Loader that fetches data from Modern Treasury"""
 import json
 import urllib.request
 from base64 import b64encode
@@ -27,7 +26,7 @@ incoming_payment_details",
 
 
 class ModernTreasuryLoader(BaseLoader):
-    """Loader that fetches data from Modern Treasury."""
+    """Load from `Modern Treasury`."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/news.py b/libs/langchain/langchain/document_loaders/news.py
index 7e4931f94b..2709a8cd10 100644
--- a/libs/langchain/langchain/document_loaders/news.py
+++ b/libs/langchain/langchain/document_loaders/news.py
@@ -9,7 +9,7 @@ logger = logging.getLogger(__name__)
 
 
 class NewsURLLoader(BaseLoader):
-    """Loader that uses newspaper to load news articles from URLs.
+    """Load news articles from URLs using `Unstructured`.
 
     Args:
         urls: URLs to load. Each is loaded into its own document.
diff --git a/libs/langchain/langchain/document_loaders/notebook.py b/libs/langchain/langchain/document_loaders/notebook.py
index 19522c2a5c..e9f84666b3 100644
--- a/libs/langchain/langchain/document_loaders/notebook.py
+++ b/libs/langchain/langchain/document_loaders/notebook.py
@@ -70,7 +70,7 @@ def remove_newlines(x: Any) -> Any:
 
 
 class NotebookLoader(BaseLoader):
-    """Loads .ipynb notebook files."""
+    """Load `Jupyter notebook` (.ipynb) files."""
 
     def __init__(
         self,
@@ -80,7 +80,7 @@ class NotebookLoader(BaseLoader):
         remove_newline: bool = False,
         traceback: bool = False,
     ):
-        """Initialize with path.
+        """Initialize with a path.
 
         Args:
             path: The path to load the notebook from.
diff --git a/libs/langchain/langchain/document_loaders/notion.py b/libs/langchain/langchain/document_loaders/notion.py
index 4801052558..15678ace9e 100644
--- a/libs/langchain/langchain/document_loaders/notion.py
+++ b/libs/langchain/langchain/document_loaders/notion.py
@@ -1,4 +1,3 @@
-"""Loads Notion directory dump."""
 from pathlib import Path
 from typing import List
 
@@ -7,7 +6,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class NotionDirectoryLoader(BaseLoader):
-    """Loads Notion directory dump."""
+    """Load `Notion directory` dump."""
 
     def __init__(self, path: str):
         """Initialize with a file path."""
diff --git a/libs/langchain/langchain/document_loaders/notiondb.py b/libs/langchain/langchain/document_loaders/notiondb.py
index 16915fba0e..1f7a67a2a5 100644
--- a/libs/langchain/langchain/document_loaders/notiondb.py
+++ b/libs/langchain/langchain/document_loaders/notiondb.py
@@ -1,5 +1,3 @@
-"""Notion DB loader for langchain"""
-
 from typing import Any, Dict, List, Optional
 
 import requests
@@ -14,7 +12,7 @@ BLOCK_URL = NOTION_BASE_URL + "/blocks/{block_id}/children"
 
 
 class NotionDBLoader(BaseLoader):
-    """Notion DB Loader.
+    """Load from `Notion DB`.
 
     Reads content from pages within a Notion Database.
     Args:
diff --git a/libs/langchain/langchain/document_loaders/nuclia.py b/libs/langchain/langchain/document_loaders/nuclia.py
index 097564ee55..218c11f633 100644
--- a/libs/langchain/langchain/document_loaders/nuclia.py
+++ b/libs/langchain/langchain/document_loaders/nuclia.py
@@ -1,4 +1,3 @@
-"""Extract text from any file type."""
 import json
 import uuid
 from typing import List
@@ -9,7 +8,7 @@ from langchain.tools.nuclia.tool import NucliaUnderstandingAPI
 
 
 class NucliaLoader(BaseLoader):
-    """Extract text from any file type."""
+    """Load from any file type using `Nuclia Understanding API`."""
 
     def __init__(self, path: str, nuclia_tool: NucliaUnderstandingAPI):
         self.nua = nuclia_tool
diff --git a/libs/langchain/langchain/document_loaders/obs_directory.py b/libs/langchain/langchain/document_loaders/obs_directory.py
index ba30d6a578..b7af3e330b 100644
--- a/libs/langchain/langchain/document_loaders/obs_directory.py
+++ b/libs/langchain/langchain/document_loaders/obs_directory.py
@@ -7,7 +7,7 @@ from langchain.document_loaders.obs_file import OBSFileLoader
 
 
 class OBSDirectoryLoader(BaseLoader):
-    """Loading logic for loading documents from Huawei OBS."""
+    """Load from `Huawei OBS directory`."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/obs_file.py b/libs/langchain/langchain/document_loaders/obs_file.py
index b366f4e0e4..69a63808e4 100644
--- a/libs/langchain/langchain/document_loaders/obs_file.py
+++ b/libs/langchain/langchain/document_loaders/obs_file.py
@@ -10,7 +10,7 @@ from langchain.document_loaders.unstructured import UnstructuredFileLoader
 
 
 class OBSFileLoader(BaseLoader):
-    """Loader for Huawei OBS file."""
+    """Load from the `Huawei OBS file`."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/obsidian.py b/libs/langchain/langchain/document_loaders/obsidian.py
index fd43b07543..ab3a3b188a 100644
--- a/libs/langchain/langchain/document_loaders/obsidian.py
+++ b/libs/langchain/langchain/document_loaders/obsidian.py
@@ -1,4 +1,3 @@
-"""Loads Obsidian directory dump."""
 import re
 from pathlib import Path
 from typing import List
@@ -8,7 +7,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class ObsidianLoader(BaseLoader):
-    """Loads Obsidian files from disk."""
+    """Load `Obsidian` files from directory."""
 
     FRONT_MATTER_REGEX = re.compile(r"^---\n(.*?)\n---\n", re.MULTILINE | re.DOTALL)
 
diff --git a/libs/langchain/langchain/document_loaders/odt.py b/libs/langchain/langchain/document_loaders/odt.py
index a8641b6562..e8e740fc7b 100644
--- a/libs/langchain/langchain/document_loaders/odt.py
+++ b/libs/langchain/langchain/document_loaders/odt.py
@@ -1,4 +1,3 @@
-"""Loads OpenOffice ODT files."""
 from typing import Any, List
 
 from langchain.document_loaders.unstructured import (
@@ -8,7 +7,8 @@ from langchain.document_loaders.unstructured import (
 
 
 class UnstructuredODTLoader(UnstructuredFileLoader):
-    """Loader that uses unstructured to load OpenOffice ODT files.
+    """Load `OpenOffice ODT` files using `Unstructured`.
+
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
     langchain Document object. If you use "elements" mode, the unstructured
diff --git a/libs/langchain/langchain/document_loaders/onedrive.py b/libs/langchain/langchain/document_loaders/onedrive.py
index 77f75e2c07..2da8a1c4da 100644
--- a/libs/langchain/langchain/document_loaders/onedrive.py
+++ b/libs/langchain/langchain/document_loaders/onedrive.py
@@ -60,7 +60,7 @@ class _SupportedFileTypes(BaseModel):
 
 
 class OneDriveLoader(BaseLoader, BaseModel):
-    """Loads data from OneDrive."""
+    """Load from `Microsoft OneDrive`."""
 
     settings: _OneDriveSettings = Field(default_factory=_OneDriveSettings)
     """ The settings for the OneDrive API client."""
diff --git a/libs/langchain/langchain/document_loaders/onedrive_file.py b/libs/langchain/langchain/document_loaders/onedrive_file.py
index c83a216196..afebe2a4b0 100644
--- a/libs/langchain/langchain/document_loaders/onedrive_file.py
+++ b/libs/langchain/langchain/document_loaders/onedrive_file.py
@@ -16,7 +16,7 @@ CHUNK_SIZE = 1024 * 1024 * 5
 
 
 class OneDriveFileLoader(BaseLoader, BaseModel):
-    """Loads a file from OneDrive."""
+    """Load a file from `Microsoft OneDrive`."""
 
     file: File = Field(...)
     """The file to load."""
diff --git a/libs/langchain/langchain/document_loaders/open_city_data.py b/libs/langchain/langchain/document_loaders/open_city_data.py
index 03801d7995..60384cf47c 100644
--- a/libs/langchain/langchain/document_loaders/open_city_data.py
+++ b/libs/langchain/langchain/document_loaders/open_city_data.py
@@ -5,7 +5,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class OpenCityDataLoader(BaseLoader):
-    """Loads Open City data."""
+    """Load from `Open City`."""
 
     def __init__(self, city_id: str, dataset_id: str, limit: int):
         """Initialize with dataset_id.
diff --git a/libs/langchain/langchain/document_loaders/org_mode.py b/libs/langchain/langchain/document_loaders/org_mode.py
index dbb38411fd..35617675c7 100644
--- a/libs/langchain/langchain/document_loaders/org_mode.py
+++ b/libs/langchain/langchain/document_loaders/org_mode.py
@@ -1,4 +1,3 @@
-"""Loads Org-Mode files."""
 from typing import Any, List
 
 from langchain.document_loaders.unstructured import (
@@ -8,7 +7,8 @@ from langchain.document_loaders.unstructured import (
 
 
 class UnstructuredOrgModeLoader(UnstructuredFileLoader):
-    """Loader that uses unstructured to load Org-Mode files.
+    """Load `Org-Mode` files using `Unstructured`.
+
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
     langchain Document object. If you use "elements" mode, the unstructured
diff --git a/libs/langchain/langchain/document_loaders/pdf.py b/libs/langchain/langchain/document_loaders/pdf.py
index d8eba3d981..b671d90ebc 100644
--- a/libs/langchain/langchain/document_loaders/pdf.py
+++ b/libs/langchain/langchain/document_loaders/pdf.py
@@ -1,4 +1,3 @@
-"""Loads PDF files."""
 import json
 import logging
 import os
@@ -30,7 +29,8 @@ logger = logging.getLogger(__file__)
 
 
 class UnstructuredPDFLoader(UnstructuredFileLoader):
-    """Loader that uses unstructured to load PDF files.
+    """Load `PDF` files using `Unstructured`.
+
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
     langchain Document object. If you use "elements" mode, the unstructured
@@ -59,7 +59,7 @@ class UnstructuredPDFLoader(UnstructuredFileLoader):
 
 
 class BasePDFLoader(BaseLoader, ABC):
-    """Base loader class for PDF files.
+    """Base Loader class for `PDF` files.
 
     Defaults to check for local file, but if the file is a web path, it will download it
     to a temporary file, use it, then clean up the temporary file after completion
@@ -122,7 +122,7 @@ class BasePDFLoader(BaseLoader, ABC):
 
 
 class OnlinePDFLoader(BasePDFLoader):
-    """Loads online PDFs."""
+    """Load online `PDF`."""
 
     def load(self) -> List[Document]:
         """Load documents."""
@@ -131,7 +131,7 @@ class OnlinePDFLoader(BasePDFLoader):
 
 
 class PyPDFLoader(BasePDFLoader):
-    """Loads a PDF with pypdf and chunks at character level.
+    """Load `PDF using `pypdf` and chunks at character level.
 
     Loader also stores page numbers in metadata.
     """
@@ -162,7 +162,7 @@ class PyPDFLoader(BasePDFLoader):
 
 
 class PyPDFium2Loader(BasePDFLoader):
-    """Loads a PDF with pypdfium2 and chunks at character level."""
+    """Load `PDF` using `pypdfium2` and chunks at character level."""
 
     def __init__(self, file_path: str):
         """Initialize with a file path."""
@@ -182,7 +182,7 @@ class PyPDFium2Loader(BasePDFLoader):
 
 
 class PyPDFDirectoryLoader(BaseLoader):
-    """Loads a directory with PDF files with pypdf and chunks at character level.
+    """Load a directory with `PDF` files using `pypdf` and chunks at character level.
 
     Loader also stores page numbers in metadata.
     """
@@ -227,7 +227,7 @@ class PyPDFDirectoryLoader(BaseLoader):
 
 
 class PDFMinerLoader(BasePDFLoader):
-    """Loader that uses PDFMiner to load PDF files."""
+    """Load `PDF` files using `PDFMiner`."""
 
     def __init__(self, file_path: str) -> None:
         """Initialize with file path."""
@@ -255,7 +255,7 @@ class PDFMinerLoader(BasePDFLoader):
 
 
 class PDFMinerPDFasHTMLLoader(BasePDFLoader):
-    """Loader that uses PDFMiner to load PDF files as HTML content."""
+    """Load `PDF` files as HTML content using `PDFMiner`."""
 
     def __init__(self, file_path: str):
         """Initialize with a file path."""
@@ -289,7 +289,7 @@ class PDFMinerPDFasHTMLLoader(BasePDFLoader):
 
 
 class PyMuPDFLoader(BasePDFLoader):
-    """Loader that uses PyMuPDF to load PDF files."""
+    """Load `PDF` files using `PyMuPDF`."""
 
     def __init__(self, file_path: str) -> None:
         """Initialize with a file path."""
@@ -314,7 +314,7 @@ class PyMuPDFLoader(BasePDFLoader):
 # MathpixPDFLoader implementation taken largely from Daniel Gross's:
 # https://gist.github.com/danielgross/3ab4104e14faccc12b49200843adab21
 class MathpixPDFLoader(BasePDFLoader):
-    """This class uses Mathpix service to load PDF files."""
+    """Load `PDF` files using `Mathpix` service."""
 
     def __init__(
         self,
@@ -433,7 +433,7 @@ class MathpixPDFLoader(BasePDFLoader):
 
 
 class PDFPlumberLoader(BasePDFLoader):
-    """Loader that uses pdfplumber to load PDF files."""
+    """Load `PDF` files using `pdfplumber`."""
 
     def __init__(
         self, file_path: str, text_kwargs: Optional[Mapping[str, Any]] = None
@@ -459,7 +459,7 @@ class PDFPlumberLoader(BasePDFLoader):
 
 
 class AmazonTextractPDFLoader(BasePDFLoader):
-    """Loads a PDF document from local file system, HTTP or S3.
+    """ "Load `PDF` files from a local file system, HTTP or S3.
 
     To authenticate, the AWS client uses the following methods to
     automatically load credentials:
diff --git a/libs/langchain/langchain/document_loaders/powerpoint.py b/libs/langchain/langchain/document_loaders/powerpoint.py
index d9c3e7f84d..f762a56cc0 100644
--- a/libs/langchain/langchain/document_loaders/powerpoint.py
+++ b/libs/langchain/langchain/document_loaders/powerpoint.py
@@ -1,4 +1,3 @@
-"""Loads PowerPoint files."""
 import os
 from typing import List
 
@@ -6,7 +5,8 @@ from langchain.document_loaders.unstructured import UnstructuredFileLoader
 
 
 class UnstructuredPowerPointLoader(UnstructuredFileLoader):
-    """Loader that uses unstructured to load PowerPoint files.
+    """Load `Microsoft PowerPoint` files using `Unstructured`.
+
     Works with both .ppt and .pptx files.
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
diff --git a/libs/langchain/langchain/document_loaders/psychic.py b/libs/langchain/langchain/document_loaders/psychic.py
index d1adee8e3c..88db3cdd05 100644
--- a/libs/langchain/langchain/document_loaders/psychic.py
+++ b/libs/langchain/langchain/document_loaders/psychic.py
@@ -1,4 +1,3 @@
-"""Loads documents from Psychic.dev."""
 from typing import List, Optional
 
 from langchain.docstore.document import Document
@@ -6,7 +5,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class PsychicLoader(BaseLoader):
-    """Loads documents from Psychic.dev."""
+    """Load from `Psychic.dev`."""
 
     def __init__(
         self, api_key: str, account_id: str, connector_id: Optional[str] = None
diff --git a/libs/langchain/langchain/document_loaders/pubmed.py b/libs/langchain/langchain/document_loaders/pubmed.py
index 4e354acfaa..71d9890731 100644
--- a/libs/langchain/langchain/document_loaders/pubmed.py
+++ b/libs/langchain/langchain/document_loaders/pubmed.py
@@ -6,7 +6,7 @@ from langchain.utilities.pubmed import PubMedAPIWrapper
 
 
 class PubMedLoader(BaseLoader):
-    """Loads a query result from PubMed biomedical library into a list of Documents.
+    """Load from the `PubMed` biomedical library.
 
     Attributes:
         query: The query to be passed to the PubMed API.
diff --git a/libs/langchain/langchain/document_loaders/pyspark_dataframe.py b/libs/langchain/langchain/document_loaders/pyspark_dataframe.py
index 490926fb10..cee1e65492 100644
--- a/libs/langchain/langchain/document_loaders/pyspark_dataframe.py
+++ b/libs/langchain/langchain/document_loaders/pyspark_dataframe.py
@@ -1,4 +1,3 @@
-"""Load from a Spark Dataframe object"""
 import itertools
 import logging
 import sys
@@ -14,7 +13,7 @@ if TYPE_CHECKING:
 
 
 class PySparkDataFrameLoader(BaseLoader):
-    """Load PySpark DataFrames"""
+    """Load `PySpark` DataFrames."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/python.py b/libs/langchain/langchain/document_loaders/python.py
index e8e238afc6..af970ee1f2 100644
--- a/libs/langchain/langchain/document_loaders/python.py
+++ b/libs/langchain/langchain/document_loaders/python.py
@@ -4,9 +4,7 @@ from langchain.document_loaders.text import TextLoader
 
 
 class PythonLoader(TextLoader):
-    """
-    Load Python files, respecting any non-default encoding if specified.
-    """
+    """Load `Python` files, respecting any non-default encoding if specified."""
 
     def __init__(self, file_path: str):
         """Initialize with a file path.
diff --git a/libs/langchain/langchain/document_loaders/readthedocs.py b/libs/langchain/langchain/document_loaders/readthedocs.py
index 219364bd7d..a123f6a72e 100644
--- a/libs/langchain/langchain/document_loaders/readthedocs.py
+++ b/libs/langchain/langchain/document_loaders/readthedocs.py
@@ -1,4 +1,3 @@
-"""Loads ReadTheDocs documentation directory dump."""
 from pathlib import Path
 from typing import Any, List, Optional, Tuple, Union
 
@@ -7,7 +6,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class ReadTheDocsLoader(BaseLoader):
-    """Loads ReadTheDocs documentation directory dump."""
+    """Load `ReadTheDocs` documentation directory."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/recursive_url_loader.py b/libs/langchain/langchain/document_loaders/recursive_url_loader.py
index 17cbe8ce8f..61b9c7032e 100644
--- a/libs/langchain/langchain/document_loaders/recursive_url_loader.py
+++ b/libs/langchain/langchain/document_loaders/recursive_url_loader.py
@@ -10,7 +10,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class RecursiveUrlLoader(BaseLoader):
-    """Loads all child links from a given url."""
+    """Load all child links from a URL page."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/reddit.py b/libs/langchain/langchain/document_loaders/reddit.py
index 44fa4bb811..544624a84c 100644
--- a/libs/langchain/langchain/document_loaders/reddit.py
+++ b/libs/langchain/langchain/document_loaders/reddit.py
@@ -1,4 +1,3 @@
-"""Reddit document loader."""
 from __future__ import annotations
 
 from typing import TYPE_CHECKING, Iterable, List, Optional, Sequence
@@ -21,7 +20,8 @@ def _dependable_praw_import() -> praw:
 
 
 class RedditPostsLoader(BaseLoader):
-    """Reddit posts loader.
+    """Load `Reddit` posts.
+
     Read posts on a subreddit.
     First, you need to go to
     https://www.reddit.com/prefs/apps/
diff --git a/libs/langchain/langchain/document_loaders/roam.py b/libs/langchain/langchain/document_loaders/roam.py
index 136bc116d0..df2e4882f4 100644
--- a/libs/langchain/langchain/document_loaders/roam.py
+++ b/libs/langchain/langchain/document_loaders/roam.py
@@ -1,4 +1,3 @@
-"""Loads Roam directory dump."""
 from pathlib import Path
 from typing import List
 
@@ -7,7 +6,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class RoamLoader(BaseLoader):
-    """Loads Roam files from disk."""
+    """Load `Roam` files from a directory."""
 
     def __init__(self, path: str):
         """Initialize with a path."""
diff --git a/libs/langchain/langchain/document_loaders/rocksetdb.py b/libs/langchain/langchain/document_loaders/rocksetdb.py
index 4355c0a74e..b39775af02 100644
--- a/libs/langchain/langchain/document_loaders/rocksetdb.py
+++ b/libs/langchain/langchain/document_loaders/rocksetdb.py
@@ -17,7 +17,7 @@ class ColumnNotFoundError(Exception):
 
 
 class RocksetLoader(BaseLoader):
-    """Wrapper around Rockset db
+    """Load from a `Rockset` database.
 
     To use, you should have the `rockset` python package installed.
 
diff --git a/libs/langchain/langchain/document_loaders/rss.py b/libs/langchain/langchain/document_loaders/rss.py
index 870849d0ff..750b8bcccb 100644
--- a/libs/langchain/langchain/document_loaders/rss.py
+++ b/libs/langchain/langchain/document_loaders/rss.py
@@ -1,4 +1,3 @@
-"""Loader that uses unstructured to load HTML files."""
 import logging
 from typing import Any, Iterator, List, Optional, Sequence
 
@@ -10,7 +9,7 @@ logger = logging.getLogger(__name__)
 
 
 class RSSFeedLoader(BaseLoader):
-    """Loader that uses newspaper to load news articles from RSS feeds.
+    """Load news articles from `RSS` feeds using `Unstructured`.
 
     Args:
         urls: URLs for RSS feeds to load. Each articles in the feed is loaded into its own document.
diff --git a/libs/langchain/langchain/document_loaders/rst.py b/libs/langchain/langchain/document_loaders/rst.py
index a0c0095ec5..3da16849f5 100644
--- a/libs/langchain/langchain/document_loaders/rst.py
+++ b/libs/langchain/langchain/document_loaders/rst.py
@@ -8,7 +8,8 @@ from langchain.document_loaders.unstructured import (
 
 
 class UnstructuredRSTLoader(UnstructuredFileLoader):
-    """Loader that uses unstructured to load RST files.
+    """Load `RST` files using `Unstructured`.
+
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
     langchain Document object. If you use "elements" mode, the unstructured
diff --git a/libs/langchain/langchain/document_loaders/rtf.py b/libs/langchain/langchain/document_loaders/rtf.py
index 1cc7b4674d..47af8009e1 100644
--- a/libs/langchain/langchain/document_loaders/rtf.py
+++ b/libs/langchain/langchain/document_loaders/rtf.py
@@ -8,7 +8,8 @@ from langchain.document_loaders.unstructured import (
 
 
 class UnstructuredRTFLoader(UnstructuredFileLoader):
-    """Loader that uses unstructured to load RTF files.
+    """Load `RTF` files using `Unstructured`.
+
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
     langchain Document object. If you use "elements" mode, the unstructured
diff --git a/libs/langchain/langchain/document_loaders/s3_directory.py b/libs/langchain/langchain/document_loaders/s3_directory.py
index 60085ee904..b4d6f2a40a 100644
--- a/libs/langchain/langchain/document_loaders/s3_directory.py
+++ b/libs/langchain/langchain/document_loaders/s3_directory.py
@@ -1,4 +1,3 @@
-"""Loading logic for loading documents from an AWS S3 directory."""
 from typing import List
 
 from langchain.docstore.document import Document
@@ -7,7 +6,7 @@ from langchain.document_loaders.s3_file import S3FileLoader
 
 
 class S3DirectoryLoader(BaseLoader):
-    """Loading logic for loading documents from an AWS S3."""
+    """Load from `Amazon AWS S3` directory."""
 
     def __init__(self, bucket: str, prefix: str = ""):
         """Initialize with bucket and key name.
diff --git a/libs/langchain/langchain/document_loaders/s3_file.py b/libs/langchain/langchain/document_loaders/s3_file.py
index 28195d8fe6..509b1ea1ee 100644
--- a/libs/langchain/langchain/document_loaders/s3_file.py
+++ b/libs/langchain/langchain/document_loaders/s3_file.py
@@ -1,4 +1,3 @@
-"""Loading logic for loading documents from an AWS S3 file."""
 import os
 import tempfile
 from typing import List
@@ -9,7 +8,7 @@ from langchain.document_loaders.unstructured import UnstructuredFileLoader
 
 
 class S3FileLoader(BaseLoader):
-    """Loading logic for loading documents from an AWS S3 file."""
+    """Load from `Amazon AWS S3` file."""
 
     def __init__(self, bucket: str, key: str):
         """Initialize with bucket and key name.
diff --git a/libs/langchain/langchain/document_loaders/sitemap.py b/libs/langchain/langchain/document_loaders/sitemap.py
index 158f19e0d2..a67347a940 100644
--- a/libs/langchain/langchain/document_loaders/sitemap.py
+++ b/libs/langchain/langchain/document_loaders/sitemap.py
@@ -1,4 +1,3 @@
-"""Loader that fetches a sitemap and loads those URLs."""
 import itertools
 import re
 from typing import Any, Callable, Generator, Iterable, List, Optional
@@ -22,7 +21,7 @@ def _batch_block(iterable: Iterable, size: int) -> Generator[List[dict], None, N
 
 
 class SitemapLoader(WebBaseLoader):
-    """Loader that fetches a sitemap and loads those URLs."""
+    """Load a sitemap and its URLs."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/slack_directory.py b/libs/langchain/langchain/document_loaders/slack_directory.py
index 16aa5b4fc5..899f4eebd9 100644
--- a/libs/langchain/langchain/document_loaders/slack_directory.py
+++ b/libs/langchain/langchain/document_loaders/slack_directory.py
@@ -1,4 +1,3 @@
-"""Loader for documents from a Slack export."""
 import json
 import zipfile
 from pathlib import Path
@@ -9,7 +8,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class SlackDirectoryLoader(BaseLoader):
-    """Loads documents from a Slack directory dump."""
+    """Load from a `Slack` directory dump."""
 
     def __init__(self, zip_path: str, workspace_url: Optional[str] = None):
         """Initialize the SlackDirectoryLoader.
diff --git a/libs/langchain/langchain/document_loaders/snowflake_loader.py b/libs/langchain/langchain/document_loaders/snowflake_loader.py
index 5ed676a248..51d98180a7 100644
--- a/libs/langchain/langchain/document_loaders/snowflake_loader.py
+++ b/libs/langchain/langchain/document_loaders/snowflake_loader.py
@@ -7,7 +7,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class SnowflakeLoader(BaseLoader):
-    """Loads a query result from Snowflake into a list of documents.
+    """Load from `Snowflake` API.
 
     Each document represents one row of the result. The `page_content_columns`
     are written into the `page_content` of the document. The `metadata_columns`
diff --git a/libs/langchain/langchain/document_loaders/spreedly.py b/libs/langchain/langchain/document_loaders/spreedly.py
index 2ec0cfc4c0..e95518d106 100644
--- a/libs/langchain/langchain/document_loaders/spreedly.py
+++ b/libs/langchain/langchain/document_loaders/spreedly.py
@@ -1,4 +1,3 @@
-"""Loader that fetches data from Spreedly API."""
 import json
 import urllib.request
 from typing import List
@@ -20,7 +19,7 @@ SPREEDLY_ENDPOINTS = {
 
 
 class SpreedlyLoader(BaseLoader):
-    """Loader that fetches data from Spreedly API."""
+    """Load from `Spreedly` API."""
 
     def __init__(self, access_token: str, resource: str) -> None:
         """Initialize with an access token and a resource.
diff --git a/libs/langchain/langchain/document_loaders/srt.py b/libs/langchain/langchain/document_loaders/srt.py
index c6114beba9..d110b628f7 100644
--- a/libs/langchain/langchain/document_loaders/srt.py
+++ b/libs/langchain/langchain/document_loaders/srt.py
@@ -1,4 +1,3 @@
-"""Loader for .srt (subtitle) files."""
 from typing import List
 
 from langchain.docstore.document import Document
@@ -6,7 +5,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class SRTLoader(BaseLoader):
-    """Loader for .srt (subtitle) files."""
+    """Load `.srt` (subtitle) files."""
 
     def __init__(self, file_path: str):
         """Initialize with a file path."""
diff --git a/libs/langchain/langchain/document_loaders/stripe.py b/libs/langchain/langchain/document_loaders/stripe.py
index 41f978d194..95ea8615e9 100644
--- a/libs/langchain/langchain/document_loaders/stripe.py
+++ b/libs/langchain/langchain/document_loaders/stripe.py
@@ -1,4 +1,3 @@
-"""Loader that fetches data from Stripe"""
 import json
 import urllib.request
 from typing import List, Optional
@@ -18,7 +17,7 @@ STRIPE_ENDPOINTS = {
 
 
 class StripeLoader(BaseLoader):
-    """Loader that fetches data from Stripe."""
+    """Load from `Stripe` API."""
 
     def __init__(self, resource: str, access_token: Optional[str] = None) -> None:
         """Initialize with a resource and an access token.
diff --git a/libs/langchain/langchain/document_loaders/telegram.py b/libs/langchain/langchain/document_loaders/telegram.py
index 88225ecc44..9b4f81f4ad 100644
--- a/libs/langchain/langchain/document_loaders/telegram.py
+++ b/libs/langchain/langchain/document_loaders/telegram.py
@@ -1,4 +1,3 @@
-"""Loads Telegram chat json dump."""
 from __future__ import annotations
 
 import asyncio
@@ -24,7 +23,7 @@ def concatenate_rows(row: dict) -> str:
 
 
 class TelegramChatFileLoader(BaseLoader):
-    """Loads Telegram chat json directory dump."""
+    """Load from `Telegram chat` dump."""
 
     def __init__(self, path: str):
         """Initialize with a path."""
diff --git a/libs/langchain/langchain/document_loaders/tencent_cos_directory.py b/libs/langchain/langchain/document_loaders/tencent_cos_directory.py
index 14a249f8e1..e4a8ded85f 100644
--- a/libs/langchain/langchain/document_loaders/tencent_cos_directory.py
+++ b/libs/langchain/langchain/document_loaders/tencent_cos_directory.py
@@ -1,4 +1,3 @@
-"""Loading logic for loading documents from Tencent Cloud COS directory."""
 from typing import Any, Iterator, List
 
 from langchain.docstore.document import Document
@@ -7,7 +6,7 @@ from langchain.document_loaders.tencent_cos_file import TencentCOSFileLoader
 
 
 class TencentCOSDirectoryLoader(BaseLoader):
-    """Loader for Tencent Cloud COS directory."""
+    """Load from `Tencent Cloud COS` directory."""
 
     def __init__(self, conf: Any, bucket: str, prefix: str = ""):
         """Initialize with COS config, bucket and prefix.
diff --git a/libs/langchain/langchain/document_loaders/tencent_cos_file.py b/libs/langchain/langchain/document_loaders/tencent_cos_file.py
index 4d96596716..664efde2cf 100644
--- a/libs/langchain/langchain/document_loaders/tencent_cos_file.py
+++ b/libs/langchain/langchain/document_loaders/tencent_cos_file.py
@@ -1,4 +1,3 @@
-"""Loading logic for loading documents from Tencent Cloud COS file."""
 import os
 import tempfile
 from typing import Any, Iterator, List
@@ -9,7 +8,7 @@ from langchain.document_loaders.unstructured import UnstructuredFileLoader
 
 
 class TencentCOSFileLoader(BaseLoader):
-    """Loader for Tencent Cloud COS file."""
+    """Load from `Tencent Cloud COS` file."""
 
     def __init__(self, conf: Any, bucket: str, key: str):
         """Initialize with COS config, bucket and key name.
diff --git a/libs/langchain/langchain/document_loaders/tensorflow_datasets.py b/libs/langchain/langchain/document_loaders/tensorflow_datasets.py
index e908aac873..82b59d8004 100644
--- a/libs/langchain/langchain/document_loaders/tensorflow_datasets.py
+++ b/libs/langchain/langchain/document_loaders/tensorflow_datasets.py
@@ -6,7 +6,7 @@ from langchain.utilities.tensorflow_datasets import TensorflowDatasets
 
 
 class TensorflowDatasetLoader(BaseLoader):
-    """Loads from TensorFlow Datasets into a list of Documents.
+    """Load from `TensorFlow Dataset`.
 
     Attributes:
         dataset_name: the name of the dataset to load
diff --git a/libs/langchain/langchain/document_loaders/text.py b/libs/langchain/langchain/document_loaders/text.py
index e148e1d4ee..2bc23c01bb 100644
--- a/libs/langchain/langchain/document_loaders/text.py
+++ b/libs/langchain/langchain/document_loaders/text.py
@@ -9,7 +9,7 @@ logger = logging.getLogger(__name__)
 
 
 class TextLoader(BaseLoader):
-    """Load text files.
+    """Load text file.
 
 
     Args:
diff --git a/libs/langchain/langchain/document_loaders/tomarkdown.py b/libs/langchain/langchain/document_loaders/tomarkdown.py
index 00ba512dd2..1ffbf3ed00 100644
--- a/libs/langchain/langchain/document_loaders/tomarkdown.py
+++ b/libs/langchain/langchain/document_loaders/tomarkdown.py
@@ -1,4 +1,3 @@
-"""Loads HTML to markdown using 2markdown."""
 from __future__ import annotations
 
 from typing import Iterator, List
@@ -10,7 +9,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class ToMarkdownLoader(BaseLoader):
-    """Loads HTML to markdown using 2markdown."""
+    """Load `HTML` using `2markdown API`."""
 
     def __init__(self, url: str, api_key: str):
         """Initialize with url and api key."""
diff --git a/libs/langchain/langchain/document_loaders/toml.py b/libs/langchain/langchain/document_loaders/toml.py
index 0f52d314f9..b0916508d6 100644
--- a/libs/langchain/langchain/document_loaders/toml.py
+++ b/libs/langchain/langchain/document_loaders/toml.py
@@ -7,11 +7,10 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class TomlLoader(BaseLoader):
-    """
-    A TOML document loader that inherits from the BaseLoader class.
+    """Load `TOML` files.
 
-    This class can be initialized with either a single source file or a source
-    directory containing TOML files.
+    It can load a single source file or several files in a single
+    directory.
     """
 
     def __init__(self, source: Union[str, Path]):
diff --git a/libs/langchain/langchain/document_loaders/trello.py b/libs/langchain/langchain/document_loaders/trello.py
index 11a59a4f5c..f199a68295 100644
--- a/libs/langchain/langchain/document_loaders/trello.py
+++ b/libs/langchain/langchain/document_loaders/trello.py
@@ -1,4 +1,3 @@
-"""Loads cards from Trello"""
 from __future__ import annotations
 
 from typing import TYPE_CHECKING, Any, List, Literal, Optional, Tuple
@@ -12,7 +11,7 @@ if TYPE_CHECKING:
 
 
 class TrelloLoader(BaseLoader):
-    """Trello loader. Reads all cards from a Trello board."""
+    """Load cards from a `Trello` board."""
 
     def __init__(
         self,
diff --git a/libs/langchain/langchain/document_loaders/tsv.py b/libs/langchain/langchain/document_loaders/tsv.py
index 5a5c7b6d7c..1de4d9895c 100644
--- a/libs/langchain/langchain/document_loaders/tsv.py
+++ b/libs/langchain/langchain/document_loaders/tsv.py
@@ -7,7 +7,9 @@ from langchain.document_loaders.unstructured import (
 
 
 class UnstructuredTSVLoader(UnstructuredFileLoader):
-    """Loader that uses unstructured to load TSV files. Like other
+    """Load `TSV` files using `Unstructured`.
+
+    Like other
     Unstructured loaders, UnstructuredTSVLoader can be used in both
     "single" and "elements" mode. If you use the loader in "elements"
     mode, the TSV file will be a single Unstructured Table element.
diff --git a/libs/langchain/langchain/document_loaders/twitter.py b/libs/langchain/langchain/document_loaders/twitter.py
index 1cf93321a1..3c681dcf93 100644
--- a/libs/langchain/langchain/document_loaders/twitter.py
+++ b/libs/langchain/langchain/document_loaders/twitter.py
@@ -1,4 +1,3 @@
-"""Twitter document loader."""
 from __future__ import annotations
 
 from typing import TYPE_CHECKING, Any, Dict, Iterable, List, Optional, Sequence, Union
@@ -22,8 +21,9 @@ def _dependable_tweepy_import() -> tweepy:
 
 
 class TwitterTweetLoader(BaseLoader):
-    """Twitter tweets loader.
-    Read tweets of user twitter handle.
+    """Load `Twitter` tweets.
+
+    Read tweets of the user's Twitter handle.
 
     First you need to go to
     `https://developer.twitter.com/en/docs/twitter-api
diff --git a/libs/langchain/langchain/document_loaders/unstructured.py b/libs/langchain/langchain/document_loaders/unstructured.py
index b9ed6f8a5d..748a29d344 100644
--- a/libs/langchain/langchain/document_loaders/unstructured.py
+++ b/libs/langchain/langchain/document_loaders/unstructured.py
@@ -130,7 +130,7 @@ class UnstructuredBaseLoader(BaseLoader, ABC):
 
 
 class UnstructuredFileLoader(UnstructuredBaseLoader):
-    """Loader that uses Unstructured to load files.
+    """Load files using `Unstructured`.
 
     The file loader uses the
     unstructured partition function and will automatically detect the file
@@ -211,7 +211,7 @@ def get_elements_from_api(
 
 
 class UnstructuredAPIFileLoader(UnstructuredFileLoader):
-    """Loader that uses the Unstructured API to load files.
+    """Load files using `Unstructured` API.
 
     By default, the loader makes a call to the hosted Unstructured API.
     If you are running the unstructured API locally, you can change the
@@ -275,7 +275,7 @@ class UnstructuredAPIFileLoader(UnstructuredFileLoader):
 
 
 class UnstructuredFileIOLoader(UnstructuredBaseLoader):
-    """Loader that uses Unstructured to load files.
+    """Load files using `Unstructured`.
 
     The file loader
     uses the unstructured partition function and will automatically detect the file
@@ -322,7 +322,7 @@ class UnstructuredFileIOLoader(UnstructuredBaseLoader):
 
 
 class UnstructuredAPIFileIOLoader(UnstructuredFileIOLoader):
-    """Loader that uses the Unstructured API to load files.
+    """Load files using `Unstructured` API.
 
     By default, the loader makes a call to the hosted Unstructured API.
     If you are running the unstructured API locally, you can change the
diff --git a/libs/langchain/langchain/document_loaders/url.py b/libs/langchain/langchain/document_loaders/url.py
index 013ec108f2..e2c48b2d65 100644
--- a/libs/langchain/langchain/document_loaders/url.py
+++ b/libs/langchain/langchain/document_loaders/url.py
@@ -9,7 +9,8 @@ logger = logging.getLogger(__name__)
 
 
 class UnstructuredURLLoader(BaseLoader):
-    """Loader that use Unstructured to load files from remote URLs.
+    """Load files from remote URLs using `Unstructured`.
+
     Use the unstructured partition function to detect the MIME type
     and route the file to the appropriate partitioner.
 
diff --git a/libs/langchain/langchain/document_loaders/url_playwright.py b/libs/langchain/langchain/document_loaders/url_playwright.py
index ee4a47f251..0db4168e5c 100644
--- a/libs/langchain/langchain/document_loaders/url_playwright.py
+++ b/libs/langchain/langchain/document_loaders/url_playwright.py
@@ -10,7 +10,8 @@ logger = logging.getLogger(__name__)
 
 
 class PlaywrightURLLoader(BaseLoader):
-    """Loader that uses Playwright and to load a page and unstructured to load the html.
+    """Load `HTML` pages with `Playwright` and parse with `Unstructured`.
+
     This is useful for loading pages that require javascript to render.
 
     Attributes:
diff --git a/libs/langchain/langchain/document_loaders/url_selenium.py b/libs/langchain/langchain/document_loaders/url_selenium.py
index 5cc3f0ce09..e47da8b5fc 100644
--- a/libs/langchain/langchain/document_loaders/url_selenium.py
+++ b/libs/langchain/langchain/document_loaders/url_selenium.py
@@ -13,7 +13,8 @@ logger = logging.getLogger(__name__)
 
 
 class SeleniumURLLoader(BaseLoader):
-    """Loader that uses Selenium and to load a page and unstructured to load the html.
+    """Load `HTML` pages with `Selenium` and parse with `Unstructured`.
+
     This is useful for loading pages that require javascript to render.
 
     Attributes:
diff --git a/libs/langchain/langchain/document_loaders/weather.py b/libs/langchain/langchain/document_loaders/weather.py
index 958b6f39c0..4481cced78 100644
--- a/libs/langchain/langchain/document_loaders/weather.py
+++ b/libs/langchain/langchain/document_loaders/weather.py
@@ -10,7 +10,7 @@ from langchain.utilities.openweathermap import OpenWeatherMapAPIWrapper
 
 
 class WeatherDataLoader(BaseLoader):
-    """Weather Reader.
+    """Load weather data with `Open Weather Map` API.
 
     Reads the forecast & current weather of any location using OpenWeatherMap's free
     API. Checkout 'https://openweathermap.org/appid' for more on how to generate a free
diff --git a/libs/langchain/langchain/document_loaders/web_base.py b/libs/langchain/langchain/document_loaders/web_base.py
index 5ae9482bce..e6ee1db045 100644
--- a/libs/langchain/langchain/document_loaders/web_base.py
+++ b/libs/langchain/langchain/document_loaders/web_base.py
@@ -37,7 +37,7 @@ def _build_metadata(soup: Any, url: str) -> dict:
 
 
 class WebBaseLoader(BaseLoader):
-    """Loader that uses urllib and beautiful soup to load webpages."""
+    """Load HTML pages using `urllib` and parse them with `BeautifulSoup'."""
 
     web_paths: List[str]
 
diff --git a/libs/langchain/langchain/document_loaders/whatsapp_chat.py b/libs/langchain/langchain/document_loaders/whatsapp_chat.py
index cad93ac8d0..561f62b743 100644
--- a/libs/langchain/langchain/document_loaders/whatsapp_chat.py
+++ b/libs/langchain/langchain/document_loaders/whatsapp_chat.py
@@ -12,7 +12,7 @@ def concatenate_rows(date: str, sender: str, text: str) -> str:
 
 
 class WhatsAppChatLoader(BaseLoader):
-    """Loads WhatsApp messages text file."""
+    """Load `WhatsApp` messages text file."""
 
     def __init__(self, path: str):
         """Initialize with path."""
diff --git a/libs/langchain/langchain/document_loaders/wikipedia.py b/libs/langchain/langchain/document_loaders/wikipedia.py
index 5f0bbb73cd..7140a82474 100644
--- a/libs/langchain/langchain/document_loaders/wikipedia.py
+++ b/libs/langchain/langchain/document_loaders/wikipedia.py
@@ -6,7 +6,8 @@ from langchain.utilities.wikipedia import WikipediaAPIWrapper
 
 
 class WikipediaLoader(BaseLoader):
-    """Loads a query result from www.wikipedia.org into a list of Documents.
+    """Load from `Wikipedia`.
+
     The hard limit on the number of downloaded Documents is 300 for now.
 
     Each wiki page represents one Document.
diff --git a/libs/langchain/langchain/document_loaders/word_document.py b/libs/langchain/langchain/document_loaders/word_document.py
index 66ccfbd090..3a2ae3a6ae 100644
--- a/libs/langchain/langchain/document_loaders/word_document.py
+++ b/libs/langchain/langchain/document_loaders/word_document.py
@@ -13,7 +13,7 @@ from langchain.document_loaders.unstructured import UnstructuredFileLoader
 
 
 class Docx2txtLoader(BaseLoader, ABC):
-    """Loads a DOCX with docx2txt and chunks at character level.
+    """Load `DOCX` file using `docx2txt` and chunks at character level.
 
     Defaults to check for local file, but if the file is a web path, it will download it
     to a temporary file, and use that, then clean up the temporary file after completion
@@ -65,7 +65,8 @@ class Docx2txtLoader(BaseLoader, ABC):
 
 
 class UnstructuredWordDocumentLoader(UnstructuredFileLoader):
-    """Loader that uses unstructured to load word documents.
+    """Load `Microsof Word` file using `Unstructured`.
+
     Works with both .docx and .doc files.
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
diff --git a/libs/langchain/langchain/document_loaders/xml.py b/libs/langchain/langchain/document_loaders/xml.py
index ac6ceeea9a..df3d364c78 100644
--- a/libs/langchain/langchain/document_loaders/xml.py
+++ b/libs/langchain/langchain/document_loaders/xml.py
@@ -8,7 +8,8 @@ from langchain.document_loaders.unstructured import (
 
 
 class UnstructuredXMLLoader(UnstructuredFileLoader):
-    """Loader that uses unstructured to load XML files.
+    """Load `XML` file using `Unstructured`.
+
     You can run the loader in one of two modes: "single" and "elements".
     If you use "single" mode, the document will be returned as a single
     langchain Document object. If you use "elements" mode, the unstructured
diff --git a/libs/langchain/langchain/document_loaders/xorbits.py b/libs/langchain/langchain/document_loaders/xorbits.py
index e8259d8f0a..bcc4e680f6 100644
--- a/libs/langchain/langchain/document_loaders/xorbits.py
+++ b/libs/langchain/langchain/document_loaders/xorbits.py
@@ -5,7 +5,7 @@ from langchain.document_loaders.base import BaseLoader
 
 
 class XorbitsLoader(BaseLoader):
-    """Load Xorbits DataFrame."""
+    """Load `Xorbits` DataFrame."""
 
     def __init__(self, data_frame: Any, page_content_column: str = "text"):
         """Initialize with dataframe object.
diff --git a/libs/langchain/langchain/document_loaders/youtube.py b/libs/langchain/langchain/document_loaders/youtube.py
index 86d7c42a8e..99f2df56c6 100644
--- a/libs/langchain/langchain/document_loaders/youtube.py
+++ b/libs/langchain/langchain/document_loaders/youtube.py
@@ -140,7 +140,7 @@ def _parse_video_id(url: str) -> Optional[str]:
 
 
 class YoutubeLoader(BaseLoader):
-    """Loads Youtube transcripts."""
+    """Load `YouTube` transcripts."""
 
     def __init__(
         self,
@@ -252,7 +252,7 @@ class YoutubeLoader(BaseLoader):
 
 @dataclass
 class GoogleApiYoutubeLoader(BaseLoader):
-    """Loads all Videos from a Channel
+    """Load all Videos from a `YouTube` Channel.
 
     To use, you should have the ``googleapiclient,youtube_transcript_api``
     python package installed.