diff --git a/taskflow/task.py b/taskflow/task.py
index a3d54e9a..287a7d74 100644
--- a/taskflow/task.py
+++ b/taskflow/task.py
@@ -144,8 +144,7 @@ class BaseTask(atom.Atom):
         :return: the copied task
         """
         c = copy.copy(self)
-        c._events_listeners = c._events_listeners.copy()
-        c._events_listeners.clear()
+        c._events_listeners = collections.defaultdict(list)
         if retain_listeners:
             for event_name, listeners in six.iteritems(self._events_listeners):
                 c._events_listeners[event_name] = listeners[:]