diff --git a/demo/sequence_tagging/linear_crf.py b/demo/sequence_tagging/linear_crf.py
index 736b580bb87a3f2c12b369e231a10893fa95ce08..0624b17787aaf90732707e5f4fc6c2195b8f65ee 100644
--- a/demo/sequence_tagging/linear_crf.py
+++ b/demo/sequence_tagging/linear_crf.py
@@ -74,7 +74,8 @@ sum_evaluator(
 
 chunk_evaluator(
     name="chunk_f1",
-    input=[crf_decoding, chunk],
+    input=crf_decoding,
+    label=chunk,
     chunk_scheme="IOB",
     num_chunk_types=11, )
 
diff --git a/demo/sequence_tagging/rnn_crf.py b/demo/sequence_tagging/rnn_crf.py
index ad1e7b68e78ae202575623e139ad3727b0b9d30c..b9b41b2433461eb1bfb309659834661c2ae43253 100644
--- a/demo/sequence_tagging/rnn_crf.py
+++ b/demo/sequence_tagging/rnn_crf.py
@@ -112,7 +112,8 @@ sum_evaluator(
 
 chunk_evaluator(
     name="chunk_f1",
-    input=[crf_decoding, chunk],
+    input=crf_decoding,
+    label=chunk,
     chunk_scheme="IOB",
     num_chunk_types=11, )
 
diff --git a/python/paddle/trainer_config_helpers/evaluators.py b/python/paddle/trainer_config_helpers/evaluators.py
index 0ee116d8c47c2f2d351af89583e2edbc22f9df55..15b573b48ead7fa255ad28f656fe1e2461a427c2 100644
--- a/python/paddle/trainer_config_helpers/evaluators.py
+++ b/python/paddle/trainer_config_helpers/evaluators.py
@@ -327,9 +327,11 @@ def ctc_error_evaluator(
 @wrap_name_default()
 def chunk_evaluator(
         input,
+        label,
+        chunk_scheme,
+        num_chunk_types,
         name=None,
-        chunk_scheme=None,
-        num_chunk_types=None, ):
+        ):
     """
     Chunk evaluator is used to evaluate segment labelling accuracy for a
     sequence. It calculates the chunk detection F1 score.
@@ -363,22 +365,24 @@ def chunk_evaluator(
 
     .. code-block:: python
 
-       eval = chunk_evaluator(input)
+       eval = chunk_evaluator(input, label, chunk_scheme, num_chunk_types)
 
     :param input: The input layers.
     :type input: LayerOutput
-    :param name: The Evaluator name, it is not necessary.
-    :type name: basename|None
+    :param label: An input layer containing the ground truth label.
+    :type label: LayerOutput
     :param chunk_scheme: The labelling schemes support 4 types. It is one of
-                         "IOB", "IOE", "IOBES", "plain".This Evaluator must
-                         contain this chunk_scheme.
+                         "IOB", "IOE", "IOBES", "plain". It is required.
     :type chunk_scheme: basestring
     :param num_chunk_types: number of chunk types other than "other"
+    :param name: The Evaluator name, it is optional.
+    :type name: basename|None
     """
     evaluator_base(
         name=name,
         type="chunk",
         input=input,
+        label=label,
         chunk_scheme=chunk_scheme,
         num_chunk_types=num_chunk_types)