diff --git a/configs/models/claude2.py b/configs/models/claude2.py
index 4249496a..9c1eaf83 100644
--- a/configs/models/claude2.py
+++ b/configs/models/claude2.py
@@ -1,6 +1,9 @@
 from opencompass.models.claude_api.claude_api import Claude
-from opencompass.utils.text_postprocessors import last_option_postprocess
-from opencompass.models.claude_api.postprocessors import gsm8k_postprocess, humaneval_postprocess, lcsts_postprocess, mbpp_postprocess, strategyqa_pred_postprocess
+from opencompass.utils.text_postprocessors import last_option_postprocess, first_option_postprocess
+from opencompass.models.claude_api.postprocessors import (yes_no_postprocess, humaneval_claude2_postprocess, record_postprocess, 
+                                                          gsm8k_postprocess, strategyqa_pred_postprocess, mbpp_postprocess,
+                                                          lcsts_postprocess)
+
 
 agieval_single_choice_sets = [
     'gaokao-chinese',
@@ -29,24 +32,20 @@ agieval_multiple_choices_sets = [
 claude_postprocessors = {
     'ceval-*': dict(type=last_option_postprocess, options='ABCD'),
     'bustm-*': dict(type=last_option_postprocess, options='AB'),
-    'hellaswag': dict(type=last_option_postprocess, options='ABCD'),
-    'lukaemon_mmlu_*': dict(type=last_option_postprocess, options='ABCD'),
-    'openbookqa*': dict(type=last_option_postprocess, options='ABCD'),
-    'piqa': dict(type=last_option_postprocess, options='AB'),
-    'race-*': dict(type=last_option_postprocess, options='ABCD'),
     'summedits': dict(type=last_option_postprocess, options='AB'),
-    'BoolQ': dict(type=last_option_postprocess, options='AB'),
-    'CB': dict(type=last_option_postprocess, options='ABC'),
-    'MultiRC': dict(type=last_option_postprocess, options='AB'),
-    'RTE': dict(type=last_option_postprocess, options='AB'),
     'WiC': dict(type=last_option_postprocess, options='AB'),
-    'WSC': dict(type=last_option_postprocess, options='AB'),
-    'winogrande': dict(type=last_option_postprocess, options='AB'),
     'gsm8k': dict(type=gsm8k_postprocess),
-    'openai_humaneval': dict(type=humaneval_postprocess),
+    'openai_humaneval': dict(type=humaneval_claude2_postprocess),
     'lcsts': dict(type=lcsts_postprocess),
     'mbpp': dict(type=mbpp_postprocess),
     'strategyqa': dict(type=strategyqa_pred_postprocess),
+    'WSC': dict(type=yes_no_postprocess),
+    'BoolQ': dict(type=yes_no_postprocess),
+    'cmnli': dict(type=first_option_postprocess, options='ABC'),
+    'ocnli_fc-*': dict(type=first_option_postprocess, options='ABC'),
+    'MultiRC': dict(type=yes_no_postprocess),
+    'ReCoRD': dict(type=record_postprocess),
+    'commonsense_qa': dict(type=last_option_postprocess, options='ABCDE'),
 }
 
 for _name in agieval_multiple_choices_sets + agieval_single_choice_sets:
diff --git a/opencompass/models/claude_api/postprocessors.py b/opencompass/models/claude_api/postprocessors.py
index c42358c7..878f1669 100644
--- a/opencompass/models/claude_api/postprocessors.py
+++ b/opencompass/models/claude_api/postprocessors.py
@@ -1,5 +1,10 @@
 import re
 
+from opencompass.datasets.humaneval import humaneval_gpt_postprocess
+from opencompass.datasets.record import ReCoRD_postprocess
+from opencompass.datasets.xsum import Xsum_postprocess
+from opencompass.utils.text_postprocessors import first_option_postprocess
+
 
 def gsm8k_postprocess(text: str) -> str:
     text = text.split(' ')[::-1]
@@ -75,3 +80,32 @@ def strategyqa_pred_postprocess(text: str) -> str:
     if match:
         return match.group(1)
     return ''
+
+
+def record_postprocess(text: str) -> str:
+    match = re.search(r'(?<=refers to )[^.]+', text)
+
+    if match:
+        return match.group().strip()  # Outputs: abc def
+
+    return ReCoRD_postprocess(text)
+
+
+def humaneval_claude2_postprocess(text: str) -> str:
+    if text.startswith('Here'):
+        text = '\n\n'.join(text.split('\n\n')[1:])
+    return humaneval_gpt_postprocess(text)
+
+
+def xsum_postprocess(text: str) -> str:
+    if text.startswith('Here'):
+        text = '\n\n'.join(text.split('\n\n')[1:])
+    return Xsum_postprocess(text)
+
+
+def yes_no_postprocess(text: str) -> str:
+    if 'yes' in text.lower():
+        return 'A'
+    elif 'no' in text.lower():
+        return 'B'
+    return first_option_postprocess(text, 'AB')