diff --git a/collections/_posts/2023-10-27-LUPI.md b/collections/_posts/2023-10-27-LUPI.md
index eae16bf7..a67a5df8 100644
--- a/collections/_posts/2023-10-27-LUPI.md
+++ b/collections/_posts/2023-10-27-LUPI.md
@@ -41,7 +41,7 @@ They imagine several types of privileged information and some examples in the me
 
 They apply this paradigm to SVM, the goal is to show that the convergence rate is significantly improved with this method.
 
-Some propositions are demontrated introducing oracle SVM.
+Some propositions are demonstrated introducing oracle SVM.
 
 > Proposition 1: If any vector $$x \in X$$ belongs to one and only one of the classes and there exists an Oracle function with respect to the best decision rule in the admissible set of hyperparameters, then with the probablity $$-\eta$$ the following bound holds true
 >