diff --git a/python-package/xgboost/sklearn.py b/python-package/xgboost/sklearn.py
index 3d947de70677..92ae43509367 100644
--- a/python-package/xgboost/sklearn.py
+++ b/python-package/xgboost/sklearn.py
@@ -2113,10 +2113,10 @@ def score(self, X: ArrayLike, y: ArrayLike) -> float:
         Parameters
         ----------
         X : pd.DataFrame|cudf.DataFrame
-          A DataFrame with a special `qid` column.
+          Feature matrix. A DataFrame with a special `qid` column.
 
-        y : ArrayLike
-          Dependent variable.
+        y :
+          Labels
 
         Returns
         -------