diff --git a/docs/modules/prompts/examples/custom_prompt_template.md b/docs/modules/prompts/examples/custom_prompt_template.md
index f50786c341c..c3358eb0048 100644
--- a/docs/modules/prompts/examples/custom_prompt_template.md
+++ b/docs/modules/prompts/examples/custom_prompt_template.md
@@ -54,7 +54,7 @@ class FunctionExplainerPromptTemplate(BasePromptTemplate, BaseModel):
         # Generate the prompt to be sent to the language model
         prompt = f"""
         Given the function name and source code, generate an English language explanation of the function.
-        Function Name: {kwargs["function_name"]}
+        Function Name: {kwargs["function_name"].__name__}
         Source Code:
         {source_code}
         Explanation:
diff --git a/docs/modules/prompts/examples/example_selectors.ipynb b/docs/modules/prompts/examples/example_selectors.ipynb
index 401bfb5340d..f755920d0c7 100644
--- a/docs/modules/prompts/examples/example_selectors.ipynb
+++ b/docs/modules/prompts/examples/example_selectors.ipynb
@@ -48,6 +48,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "from langchain.prompts import PromptTemplate\n",
     "from langchain.prompts.example_selector import LengthBasedExampleSelector"
    ]
   },
@@ -75,6 +76,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "example_prompt = PromptTemplate(\n",
+    "    input_variables=[\"input\", \"output\"],\n",
+    "    template=\"Input: {input}\\nOutput: {output}\",\n",
+    ")\n",
     "example_selector = LengthBasedExampleSelector(\n",
     "    # These are the examples is has available to choose from.\n",
     "    examples=examples, \n",
diff --git a/docs/modules/prompts/getting_started.md b/docs/modules/prompts/getting_started.md
index c9bbd118ea4..0330e7c89be 100644
--- a/docs/modules/prompts/getting_started.md
+++ b/docs/modules/prompts/getting_started.md
@@ -211,7 +211,7 @@ In contrast, if we provide a very long input, the `LengthBasedExampleSelector` w
 
 ```python
 long_string = "big and huge and massive and large and gigantic and tall and much much much much much bigger than everything else"
-print(dynamic_prompt.format(adjective=long_string))
+print(dynamic_prompt.format(input=long_string))
 # -> Give the antonym of every input
 
 # -> Word: happy