diff --git a/docs/docs/modules/model_io/output_parsers/types/retry.ipynb b/docs/docs/modules/model_io/output_parsers/types/retry.ipynb
index 6a1a7f94a92..a0582ba7f0c 100644
--- a/docs/docs/modules/model_io/output_parsers/types/retry.ipynb
+++ b/docs/docs/modules/model_io/output_parsers/types/retry.ipynb
@@ -174,7 +174,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from langchain.output_parsers import RetryWithErrorOutputParser"
+    "from langchain.output_parsers import RetryOutputParser"
    ]
   },
   {
@@ -184,9 +184,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "retry_parser = RetryWithErrorOutputParser.from_llm(\n",
-    "    parser=parser, llm=OpenAI(temperature=0)\n",
-    ")"
+    "retry_parser = RetryOutputParser.from_llm(parser=parser, llm=OpenAI(temperature=0))"
    ]
   },
   {
@@ -210,6 +208,41 @@
     "retry_parser.parse_with_prompt(bad_response, prompt_value)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "16827256-5801-4388-b6fa-608991e29961",
+   "metadata": {},
+   "source": [
+    "We can also add the RetryOutputParser easily with a custom chain which transform the raw LLM/ChatModel output into a more workable format."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "7eaff2fb-56d3-481c-99a1-a968a49d0654",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Action(action='search', action_input='leo di caprio girlfriend')\n"
+     ]
+    }
+   ],
+   "source": [
+    "from langchain_core.runnables import RunnableLambda, RunnableParallel\n",
+    "\n",
+    "completion_chain = prompt | OpenAI(temperature=0)\n",
+    "\n",
+    "main_chain = RunnableParallel(\n",
+    "    completion=completion_chain, prompt_value=prompt\n",
+    ") | RunnableLambda(lambda x: retry_parser.parse_with_prompt(**x))\n",
+    "\n",
+    "\n",
+    "main_chain.invoke({\"query\": \"who is leo di caprios gf?\"})"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -235,7 +268,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.1"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,