diff --git a/docs/docs/examples/cookbooks/GraphRAG_v1.ipynb b/docs/docs/examples/cookbooks/GraphRAG_v1.ipynb
index 3c4811db97cd9..2c04ae29b7640 100644
--- a/docs/docs/examples/cookbooks/GraphRAG_v1.ipynb
+++ b/docs/docs/examples/cookbooks/GraphRAG_v1.ipynb
@@ -996,7 +996,7 @@
     "- entity_name: Name of the entity, capitalized\n",
     "- entity_type: Type of the entity\n",
     "- entity_description: Comprehensive description of the entity's attributes and activities\n",
-    "Format each entity as (\"entity\"$$$$<entity_name>$$$$<entity_type>$$$$<entity_description>)\n",
+    "Format each entity as (\"entity\"$$$$\"<entity_name>\"$$$$\"<entity_type>\"$$$$\"<entity_description>\")\n",
     "\n",
     "2. From the entities identified in step 1, identify all pairs of (source_entity, target_entity) that are *clearly related* to each other.\n",
     "For each pair of related entities, extract the following information:\n",
@@ -1005,7 +1005,7 @@
     "- relation: relationship between source_entity and target_entity\n",
     "- relationship_description: explanation as to why you think the source entity and the target entity are related to each other\n",
     "\n",
-    "Format each relationship as (\"relationship\"$$$$<source_entity>$$$$<target_entity>$$$$<relation>$$$$<relationship_description>)\n",
+    "Format each relationship as (\"relationship\"$$$$\"<source_entity>\"$$$$\"<target_entity>\"$$$$\"<relation>\"$$$$\"<relationship_description>\")\n",
     "\n",
     "3. When finished, output.\n",
     "\n",
diff --git a/docs/docs/examples/cookbooks/GraphRAG_v2.ipynb b/docs/docs/examples/cookbooks/GraphRAG_v2.ipynb
index d80b1bd024730..7e1f2e71809cb 100644
--- a/docs/docs/examples/cookbooks/GraphRAG_v2.ipynb
+++ b/docs/docs/examples/cookbooks/GraphRAG_v2.ipynb
@@ -778,7 +778,7 @@
     "- entity_name: Name of the entity, capitalized\n",
     "- entity_type: Type of the entity\n",
     "- entity_description: Comprehensive description of the entity's attributes and activities\n",
-    "Format each entity as (\"entity\"$$$$<entity_name>$$$$<entity_type>$$$$<entity_description>)\n",
+    "Format each entity as (\"entity\"$$$$\"<entity_name>\"$$$$\"<entity_type>\"$$$$\"<entity_description>\")\n",
     "\n",
     "2. From the entities identified in step 1, identify all pairs of (source_entity, target_entity) that are *clearly related* to each other.\n",
     "For each pair of related entities, extract the following information:\n",
@@ -787,7 +787,7 @@
     "- relation: relationship between source_entity and target_entity\n",
     "- relationship_description: explanation as to why you think the source entity and the target entity are related to each other\n",
     "\n",
-    "Format each relationship as (\"relationship\"$$$$<source_entity>$$$$<target_entity>$$$$<relation>$$$$<relationship_description>)\n",
+    "Format each relationship as (\"relationship\"$$$$\"<source_entity>\"$$$$\"<target_entity>\"$$$$\"<relation>\"$$$$\"<relationship_description>\")\n",
     "\n",
     "3. When finished, output.\n",
     "\n",