diff --git a/docs/examples/example_gridsearch.ipynb b/docs/examples/example_gridsearch.ipynb
index 0e003c1..f17cd22 100644
--- a/docs/examples/example_gridsearch.ipynb
+++ b/docs/examples/example_gridsearch.ipynb
@@ -188,7 +188,7 @@
     "respectively.\n",
     "\n",
     "To instantiate the {class}`~metalearners.grid_search.MetaLearnerGridSearch` object we need to\n",
-    "specify the different base models and their parameters grid in case other than the default\n",
+    "specify the different base models to be used. Moreover, if we'd like to use non-default hyperparameters for a given base model, we need to specify those, too.\n",
     "parameters want to be used.\n",
     "\n",
     "In this tutorial we test a ``LinearRegression`` and ``LGBMRegressor`` for the outcome model,\n",