diff --git a/docs/examples/Gaussian_Regression.ipynb b/docs/examples/Gaussian_Regression.ipynb
index 8e14702..0b530d5 100644
--- a/docs/examples/Gaussian_Regression.ipynb
+++ b/docs/examples/Gaussian_Regression.ipynb
@@ -112,7 +112,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Next, we specify a Gaussian distribution. By modifying the specification in the following, the user can specify alternative distributional assumptions. This includes the option to choose from a wide range of parametric univariate and multivariate distributions, as well as to model the data using Normalizing Flows. The user also has different function arguments for each distribution:\n",
+    "Next, we specify a Gaussian distribution. By modifying the specification in the following, the user can specify alternative distributional assumptions. This includes the option to choose from a wide range of parametric univariate distributions, as well as to model the data using Normalizing Flows. The user also has different function arguments for each distribution:\n",
     "\n",
     "- `stabilization`: specifies the stabilization method for the Gradient and Hessian. Options are `None`, `MAD` and `L2`.\n",
     "- `response_fn`: specifies $h_{k}(\\cdot)$ and transforms the distributional parameter to the correct support. Here, we specify an exponential for $\\sigma_{i}(\\cdot)$ only.\n",