diff --git a/Tutoriel-geoparsing.ipynb b/Tutoriel-geoparsing.ipynb
index e4a8721f549414bd7e6cd170004fc5e0b0098039..becef96cda1338c188fa1ea6dbac313c61644464 100644
--- a/Tutoriel-geoparsing.ipynb
+++ b/Tutoriel-geoparsing.ipynb
@@ -452,6 +452,34 @@
     "displacy.render(doc.to_spacy_doc(), style=\"span\", jupyter=True)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 5.4 Expérimentations et comparaison"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},