diff --git a/python/ray/utils.py b/python/ray/utils.py
index 9fa3a4fe165f..b8e993d5a738 100644
--- a/python/ray/utils.py
+++ b/python/ray/utils.py
@@ -38,10 +38,10 @@ def format_error_message(exception_message, task_exception=False):
     """
     lines = exception_message.split("\n")
     if task_exception:
-        # For errors that occur inside of tasks, remove lines 1, 2, 3, and 4,
-        # which are always the same, they just contain information about the
-        # main loop.
-        lines = lines[0:1] + lines[5:]
+        # For errors that occur inside of tasks, remove lines 1 and 2 which are
+        # always the same, they just contain information about the worker code.
+        lines = lines[0:1] + lines[3:]
+        pass
     return "\n".join(lines)
 
 
diff --git a/python/ray/worker.py b/python/ray/worker.py
index ccc0028f1d23..197c8335deb6 100644
--- a/python/ray/worker.py
+++ b/python/ray/worker.py
@@ -1744,16 +1744,6 @@ def print_error_messages(worker):
     # which process the error came from (e.g., a worker or a plasma store).
     # Currently all error messages come from workers.
 
-    helpful_message = """
-  You can inspect errors by running
-
-      ray.error_info()
-
-  If this driver is hanging, start a new one with
-
-      ray.init(redis_address="{}")
-  """.format(worker.redis_address)
-
     worker.error_message_pubsub_client = worker.redis_client.pubsub()
     # Exports that are published after the call to
     # error_message_pubsub_client.subscribe and before the call to
@@ -1761,6 +1751,12 @@ def print_error_messages(worker):
     worker.error_message_pubsub_client.subscribe("__keyspace@0__:ErrorKeys")
     num_errors_received = 0
 
+    # Keep a set of all the error messages that we've seen so far in order to
+    # avoid printing the same error message repeatedly. This is especially
+    # important when running a script inside of a tool like screen where
+    # scrolling is difficult.
+    old_error_messages = set()
+
     # Get the exports that occurred before the call to subscribe.
     with worker.lock:
         error_keys = worker.redis_client.lrange("ErrorKeys", 0, -1)
@@ -1768,8 +1764,11 @@ def print_error_messages(worker):
             if error_applies_to_driver(error_key, worker=worker):
                 error_message = worker.redis_client.hget(
                     error_key, "message").decode("ascii")
-                print(error_message)
-                print(helpful_message)
+                if error_message not in old_error_messages:
+                    print(error_message)
+                    old_error_messages.add(error_message)
+                else:
+                    print("Suppressing duplicate error message.")
             num_errors_received += 1
 
     try:
@@ -1780,8 +1779,11 @@ def print_error_messages(worker):
                     if error_applies_to_driver(error_key, worker=worker):
                         error_message = worker.redis_client.hget(
                             error_key, "message").decode("ascii")
-                        print(error_message)
-                        print(helpful_message)
+                        if error_message not in old_error_messages:
+                            print(error_message)
+                            old_error_messages.add(error_message)
+                        else:
+                            print("Suppressing duplicate error message.")
                     num_errors_received += 1
     except redis.ConnectionError:
         # When Redis terminates the listen call will throw a ConnectionError,
diff --git a/test/failure_test.py b/test/failure_test.py
index 43eef645530d..9a55ba34d007 100644
--- a/test/failure_test.py
+++ b/test/failure_test.py
@@ -64,6 +64,18 @@ def testFailedTask(self):
                 # ray.get should throw an exception.
                 self.assertTrue(False)
 
+        @ray.remote
+        def f():
+            raise Exception("This function failed.")
+
+        try:
+            ray.get(f.remote())
+        except Exception as e:
+            self.assertIn("This function failed.", str(e))
+        else:
+            # ray.get should throw an exception.
+            self.assertTrue(False)
+
     def testFailImportingRemoteFunction(self):
         ray.init(num_workers=2, driver_mode=ray.SILENT_MODE)