diff --git a/aequitas/core/datasets/multi_class_label_dataset.py b/aequitas/core/datasets/multi_class_label_dataset.py
index 4f8706b..847776b 100644
--- a/aequitas/core/datasets/multi_class_label_dataset.py
+++ b/aequitas/core/datasets/multi_class_label_dataset.py
@@ -1,17 +1,27 @@
 from aequitas.core.datasets.structured_dataset import StructuredDataset
 from aequitas.core.imputation_strategies.imputation_strategy import MissingValuesImputationStrategy
 from aequitas.core.metrics.binary_label_dataset_scores_metric import BinaryLabelDatasetScoresMetric
+from aif360.metrics import BinaryLabelDatasetMetric
+
 from aif360.datasets.multiclass_label_dataset import MulticlassLabelDataset
 
 
 class MulticlassLabelDataset(StructuredDataset, MulticlassLabelDataset):
 
-    def __init__(self, imputation_strategy: MissingValuesImputationStrategy,
-                 favorable_label, unfavorable_label, **kwargs):
-
-        super(MulticlassLabelDataset, self).__init__(imputation_strategy=imputation_strategy, favorable_label=favorable_label,
-                                                 unfavorable_label=unfavorable_label, **kwargs)
+    def __init__(self, unprivileged_groups, privileged_groups, **kwargs):
+        self.kwargs = kwargs
+        self.unprivileged_groups = unprivileged_groups
+        self.privileged_groups = privileged_groups
+        super(MulticlassLabelDataset, self).__init__(**kwargs)
 
     @property
     def metrics(self, **kwargs):
-        return BinaryLabelDatasetScoresMetric(self, **kwargs)
+        return BinaryLabelDatasetMetric(dataset=self,
+                                        unprivileged_groups=self.unprivileged_groups,
+                                        privileged_groups=self.privileged_groups)
+
+    @property
+    def scores_metrics(self, **kwargs):
+        return BinaryLabelDatasetScoresMetric(dataset=self,
+                                              unprivileged_groups=self.unprivileged_groups,
+                                              privileged_groups=self.privileged_groups)