diff --git a/ch03/01_main-chapter-code/ch03.ipynb b/ch03/01_main-chapter-code/ch03.ipynb
index 2fcee0d..60628bc 100644
--- a/ch03/01_main-chapter-code/ch03.ipynb
+++ b/ch03/01_main-chapter-code/ch03.ipynb
@@ -527,7 +527,7 @@
     }
    ],
    "source": [
-    "all_context_vecs = attn_scores @ inputs\n",
+    "all_context_vecs = attn_weights @ inputs\n",
     "print(all_context_vecs)"
    ]
   },