diff --git a/examples/fine-tuned_qa/ft_retrieval_augmented_generation_qdrant.ipynb b/examples/fine-tuned_qa/ft_retrieval_augmented_generation_qdrant.ipynb
index 25b911b..9d0a073 100644
--- a/examples/fine-tuned_qa/ft_retrieval_augmented_generation_qdrant.ipynb
+++ b/examples/fine-tuned_qa/ft_retrieval_augmented_generation_qdrant.ipynb
@@ -871,7 +871,7 @@
     "### Observations\n",
     "\n",
     "1. The fine-tuned model is better at saying \"I don't know\"\n",
-    "2. Hallucinations drop from 100% to 0% with fine-tuning\n",
+    "2. Hallucinations drop from 100% to 15% with fine-tuning\n",
     "3. Wrong answers drop from 17% to 6% with fine-tuning\n",
     "\n",
     "**Correct answers also drop from 83% to 60% with fine-tuning** - this is because the fine-tuned model is **more conservative** and says \"I don't know\" more often. This is a good thing because it's better to say \"I don't know\" than to give a wrong answer.\n",