diff --git a/ch06/01_main-chapter-code/ch06.ipynb b/ch06/01_main-chapter-code/ch06.ipynb
index 3875ceb..985e382 100644
--- a/ch06/01_main-chapter-code/ch06.ipynb
+++ b/ch06/01_main-chapter-code/ch06.ipynb
@@ -659,7 +659,7 @@
    "id": "ab7335db-e0bb-4e27-80c5-eea11e593a57",
    "metadata": {},
    "source": [
-    "- As a sanity check, we iterate through the data loaders and check that the batches contain 8 training examples each, where each training example consists of 120 tokens:"
+    "- As a verification step, we iterate through the data loaders and ensure that the batches contain 8 training examples each, where each training example consists of 120 tokens"
    ]
   },
   {
@@ -738,7 +738,7 @@
    "id": "97e1af8b-8bd1-4b44-8b8b-dc031496e208",
    "metadata": {},
    "source": [
-    "As a verification step, we iterate through the data loaders and ensure that the batches contain 8 training examples each, where each training example consists of 120 tokens"
+    "- In this section, we initialize the pretrained model we worked with in the previous chapter"
    ]
   },
   {
@@ -2069,7 +2069,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.10.6"
   }
  },
  "nbformat": 4,