diff --git a/docs/docs/tutorials/classification.ipynb b/docs/docs/tutorials/classification.ipynb
index c0540718d4b..b142673125d 100644
--- a/docs/docs/tutorials/classification.ipynb
+++ b/docs/docs/tutorials/classification.ipynb
@@ -95,7 +95,6 @@
    "outputs": [],
    "source": [
     "from langchain_core.prompts import ChatPromptTemplate\n",
-    "from langchain_openai import ChatOpenAI\n",
     "from pydantic import BaseModel, Field\n",
     "\n",
     "tagging_prompt = ChatPromptTemplate.from_template(\n",
@@ -253,9 +252,7 @@
     "\"\"\"\n",
     ")\n",
     "\n",
-    "llm = ChatOpenAI(temperature=0, model=\"gpt-4o-mini\").with_structured_output(\n",
-    "    Classification\n",
-    ")"
+    "structured_llm = llm.with_structured_output(Classification)"
    ]
   },
   {
@@ -286,7 +283,7 @@
    "source": [
     "inp = \"Estoy increiblemente contento de haberte conocido! Creo que seremos muy buenos amigos!\"\n",
     "prompt = tagging_prompt.invoke({\"input\": inp})\n",
-    "llm.invoke(prompt)"
+    "structured_llm.invoke(prompt)"
    ]
   },
   {
@@ -309,7 +306,7 @@
    "source": [
     "inp = \"Estoy muy enojado con vos! Te voy a dar tu merecido!\"\n",
     "prompt = tagging_prompt.invoke({\"input\": inp})\n",
-    "llm.invoke(prompt)"
+    "structured_llm.invoke(prompt)"
    ]
   },
   {
@@ -332,7 +329,7 @@
    "source": [
     "inp = \"Weather is ok here, I can go outside without much more than a coat\"\n",
     "prompt = tagging_prompt.invoke({\"input\": inp})\n",
-    "llm.invoke(prompt)"
+    "structured_llm.invoke(prompt)"
    ]
   },
   {