diff --git a/docs/modules/agents.rst b/docs/modules/agents.rst
index 87c831de..20592ceb 100644
--- a/docs/modules/agents.rst
+++ b/docs/modules/agents.rst
@@ -10,7 +10,7 @@ but potentially an unknown chain that depends on the user's input.
 In these types of chains, there is a “agent” which has access to a suite of tools.
 Depending on the user input, the agent can then decide which, if any, of these tools to call.
 
-In this section of documentation, we first start with a Getting Started notebook to over over how to use all things related to agents in an end-to-end manner.
+In this section of documentation, we first start with a Getting Started notebook to cover how to use all things related to agents in an end-to-end manner.
 
 .. toctree::
    :maxdepth: 1
diff --git a/docs/modules/chains/examples/moderation.ipynb b/docs/modules/chains/examples/moderation.ipynb
index 4a372003..9846c072 100644
--- a/docs/modules/chains/examples/moderation.ipynb
+++ b/docs/modules/chains/examples/moderation.ipynb
@@ -1,6 +1,7 @@
 {
  "cells": [
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "b83e61ed",
    "metadata": {},
@@ -13,7 +14,7 @@
     "In this notebook, we will show:\n",
     "\n",
     "1. How to run any piece of text through a moderation chain.\n",
-    "2. How to append a Moderation chain to a LLMChain."
+    "2. How to append a Moderation chain to an LLMChain."
    ]
   },
   {
diff --git a/docs/modules/models/llms/examples/llm_serialization.ipynb b/docs/modules/models/llms/examples/llm_serialization.ipynb
index 6dfde6e4..0edc32f9 100644
--- a/docs/modules/models/llms/examples/llm_serialization.ipynb
+++ b/docs/modules/models/llms/examples/llm_serialization.ipynb
@@ -27,7 +27,7 @@
    "metadata": {},
    "source": [
     "## Loading\n",
-    "First, lets go over loading a LLM from disk. LLMs can be saved on disk in two formats: json or yaml. No matter the extension, they are loaded in the same way."
+    "First, lets go over loading an LLM from disk. LLMs can be saved on disk in two formats: json or yaml. No matter the extension, they are loaded in the same way."
    ]
   },
   {
@@ -112,7 +112,7 @@
    "metadata": {},
    "source": [
     "## Saving\n",
-    "If you want to go from a LLM in memory to a serialized version of it, you can do so easily by calling the `.save` method. Again, this supports both json and yaml."
+    "If you want to go from an LLM in memory to a serialized version of it, you can do so easily by calling the `.save` method. Again, this supports both json and yaml."
    ]
   },
   {