diff --git a/docs/docs/integrations/llms/alibabacloud_pai_eas_endpoint.ipynb b/docs/docs/integrations/llms/alibabacloud_pai_eas_endpoint.ipynb
index 0c51a6a4f9f..57f98a9f7bb 100644
--- a/docs/docs/integrations/llms/alibabacloud_pai_eas_endpoint.ipynb
+++ b/docs/docs/integrations/llms/alibabacloud_pai_eas_endpoint.ipynb
@@ -51,7 +51,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -66,10 +66,10 @@
     }
    ],
    "source": [
-    "llm_chain = LLMChain(prompt=prompt, llm=llm)\n",
+    "llm_chain = prompt | llm\n",
     "\n",
     "question = \"What NFL team won the Super Bowl in the year Justin Beiber was born?\"\n",
-    "llm_chain.run(question)"
+    "llm_chain.invoke({\"question\": question})"
    ]
   }
  ],
diff --git a/docs/docs/integrations/llms/anyscale.ipynb b/docs/docs/integrations/llms/anyscale.ipynb
index 37f26c66ad2..ed035219698 100644
--- a/docs/docs/integrations/llms/anyscale.ipynb
+++ b/docs/docs/integrations/llms/anyscale.ipynb
@@ -90,7 +90,7 @@
    },
    "outputs": [],
    "source": [
-    "llm_chain = LLMChain(prompt=prompt, llm=llm)"
+    "llm_chain = prompt | llm"
    ]
   },
   {
@@ -104,7 +104,7 @@
    "source": [
     "question = \"When was George Washington president?\"\n",
     "\n",
-    "llm_chain.run(question)"
+    "llm_chain.invoke({\"question\": question})"
    ]
   },
   {