diff --git a/benchmark/Arguments.py b/benchmark/Arguments.py
index 9f6060a..7338ce8 100644
--- a/benchmark/Arguments.py
+++ b/benchmark/Arguments.py
@@ -4,10 +4,10 @@ from .Utils import Files
 
 ALL_METRICS = (
     "accuracy",
-    "f1-macro",
-    "f1-micro",
-    "f1-weighted",
-    "roc-auc-ovr",
+    "f1_macro",
+    "f1_micro",
+    "f1_weighted",
+    "roc_auc_ovr",
 )