diff --git a/multiview_platform/mono_multi_view_classifiers/exec_classif.py b/multiview_platform/mono_multi_view_classifiers/exec_classif.py
index 3eb92a7fad124d3077c0e49cd8165f79b7fed057..68e4de7caf89e9bcc4bfefba2e9abc1f36246a0c 100644
--- a/multiview_platform/mono_multi_view_classifiers/exec_classif.py
+++ b/multiview_platform/mono_multi_view_classifiers/exec_classif.py
@@ -779,7 +779,20 @@ def exec_benchmark(nb_cores, stats_iter, nb_multiclass,
 
 
 def exec_classif(arguments):
-    """Main function to execute the benchmark"""
+    """
+    Runs the benchmark with the given arguments
+
+    Parameters
+    ----------
+    arguments :
+
+    Returns
+    -------
+
+
+    >>> exec_classif([--config_path, /path/to/config/files/])
+    >>> 
+    """
     start = time.time()
     args = execution.parse_the_args(arguments)
     args = configuration.get_the_args(args.config_path)
diff --git a/multiview_platform/mono_multi_view_classifiers/multiview_classifiers/bayesian_inference_fusion.py b/multiview_platform/mono_multi_view_classifiers/multiview_classifiers/bayesian_inference_fusion.py
index 94f58adb78bea60b3edc8573b82df2eb65e7c497..438f740ceb2d1187f753fa4dceae4eca6ee63a98 100644
--- a/multiview_platform/mono_multi_view_classifiers/multiview_classifiers/bayesian_inference_fusion.py
+++ b/multiview_platform/mono_multi_view_classifiers/multiview_classifiers/bayesian_inference_fusion.py
@@ -8,11 +8,11 @@ classifier_class_name = "BayesianInferenceClassifier"
 
 
 class BayesianInferenceClassifier(LateFusionClassifier):
-    def __init__(self, random_state, classifier_names=None,
+    def __init__(self, random_state, classifiers_names=None,
                  classifier_configs=None, nb_view=None, nb_cores=1, weights=None):
         self.need_probas=True
         super(BayesianInferenceClassifier, self).__init__(random_state=random_state,
-                                             classifier_names=classifier_names,
+                                             classifiers_names=classifiers_names,
                                              classifier_configs=classifier_configs,
                                              nb_cores=nb_cores,
                                              weights=weights)
diff --git a/multiview_platform/mono_multi_view_classifiers/multiview_classifiers/majority_voting_fusion.py b/multiview_platform/mono_multi_view_classifiers/multiview_classifiers/majority_voting_fusion.py
index 4f0f18e578089534807b8bcd0ebe3d46c41a58de..c0e7ad4aee001081fb1d1c29a1c0f641cbabc428 100644
--- a/multiview_platform/mono_multi_view_classifiers/multiview_classifiers/majority_voting_fusion.py
+++ b/multiview_platform/mono_multi_view_classifiers/multiview_classifiers/majority_voting_fusion.py
@@ -10,11 +10,11 @@ class VotingIndecision(Exception):
     pass
 
 class MajorityVoting(LateFusionClassifier):
-    def __init__(self, random_state, classifier_names=None,
+    def __init__(self, random_state, classifiers_names=None,
                  classifier_configs=None, weights=None, nb_cores=1):
         self.need_probas=False
         super(MajorityVoting, self).__init__(random_state=random_state,
-                                      classifier_names=classifier_names,
+                                      classifiers_names=classifiers_names,
                                       classifier_configs=classifier_configs,
                                       nb_cores=nb_cores,
                                       weights=weights)