diff --git a/examples/Summarizing_long_documents.ipynb b/examples/Summarizing_long_documents.ipynb
index 01f7a55f..8d044f60 100644
--- a/examples/Summarizing_long_documents.ipynb
+++ b/examples/Summarizing_long_documents.ipynb
@@ -194,9 +194,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Now we can define a utility to summarize text with a controllable level of detail (note the detail parameter).\n",
+    "Now we can define a utility to summarize text with a controllable level of detail (note the `detail` parameter).\n",
     "\n",
-    "The function first determines the number of chunks by interpolating between a minimum and a maximum chunk count based on a controllable detail parameter. It then splits the text into chunks and summarizes each chunk."
+    "The function first determines the number of chunks by interpolating between a minimum and a maximum chunk count based on a controllable `detail` parameter. It then splits the text into chunks and summarizes each chunk."
    ]
   },
   {
@@ -292,7 +292,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Now we can use this utility to produce summaries with varying levels of detail. By increasing 'detail' from 0 to 1 we get progressively longer summaries of the underlying document. A higher value for the detail parameter results in a more detailed summary because the utility first splits the document into a greater number of chunks. Each chunk is then summarized, and the final summary is a concatenation of all the chunk summaries."
+    "Now we can use this utility to produce summaries with varying levels of detail. By increasing `detail` from 0 to 1 we get progressively longer summaries of the underlying document. A higher value for the `detail` parameter results in a more detailed summary because the utility first splits the document into a greater number of chunks. Each chunk is then summarized, and the final summary is a concatenation of all the chunk summaries."
    ]
   },
   {