diff --git a/docs/docs/guides/local_llms.ipynb b/docs/docs/guides/local_llms.ipynb
index 9c1cd9f1275..23253640b02 100644
--- a/docs/docs/guides/local_llms.ipynb
+++ b/docs/docs/guides/local_llms.ipynb
@@ -98,7 +98,7 @@
     "from langchain_community.llms import Ollama\n",
     "\n",
     "llm = Ollama(model=\"llama2\")\n",
-    "llm(\"The first man on the moon was ...\")"
+    "llm.invoke(\"The first man on the moon was ...\")"
    ]
   },
   {
@@ -140,7 +140,7 @@
     "llm = Ollama(\n",
     "    model=\"llama2\", callback_manager=CallbackManager([StreamingStdOutCallbackHandler()])\n",
     ")\n",
-    "llm(\"The first man on the moon was ...\")"
+    "llm.invoke(\"The first man on the moon was ...\")"
    ]
   },
   {
@@ -226,7 +226,7 @@
     "from langchain_community.llms import Ollama\n",
     "\n",
     "llm = Ollama(model=\"llama2:13b\")\n",
-    "llm(\"The first man on the moon was ... think step by step\")"
+    "llm.invoke(\"The first man on the moon was ... think step by step\")"
    ]
   },
   {
@@ -369,7 +369,7 @@
     }
    ],
    "source": [
-    "llm(\"The first man on the moon was ... Let's think step by step\")"
+    "llm.invoke(\"The first man on the moon was ... Let's think step by step\")"
    ]
   },
   {
@@ -426,7 +426,7 @@
     }
    ],
    "source": [
-    "llm(\"The first man on the moon was ... Let's think step by step\")"
+    "llm.invoke(\"The first man on the moon was ... Let's think step by step\")"
    ]
   },
   {