diff --git a/docs/docs/integrations/llms/jsonformer_experimental.ipynb b/docs/docs/integrations/llms/jsonformer_experimental.ipynb
index 189de072d1..abab5f125e 100644
--- a/docs/docs/integrations/llms/jsonformer_experimental.ipynb
+++ b/docs/docs/integrations/llms/jsonformer_experimental.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# JSONFormer\n",
     "\n",
-    "[JSONFormer](https://github.com/1rgs/jsonformer) is a library that wraps local HuggingFace pipeline models for structured decoding of a subset of the JSON Schema.\n",
+    "[JSONFormer](https://github.com/1rgs/jsonformer) is a library that wraps local Hugging Face pipeline models for structured decoding of a subset of the JSON Schema.\n",
     "\n",
     "It works by filling in the structure tokens and then sampling the content tokens from the model.\n",
     "\n",
@@ -31,7 +31,7 @@
    "id": "66bd89f1-8daa-433d-bb8f-5b0b3ae34b00",
    "metadata": {},
    "source": [
-    "### HuggingFace Baseline\n",
+    "### Hugging Face Baseline\n",
     "\n",
     "First, let's establish a qualitative baseline by checking the output of the model without structured decoding."
    ]