diff --git a/vlmeval/config.py b/vlmeval/config.py
index fa4d9524..4252e4fb 100644
--- a/vlmeval/config.py
+++ b/vlmeval/config.py
@@ -168,7 +168,8 @@
     'InternVL2-2B': partial(InternVLChat, model_path='OpenGVLab/InternVL2-2B', version='V2.0'),
     'InternVL2-4B': partial(InternVLChat, model_path='OpenGVLab/InternVL2-4B', version='V2.0'),
     'InternVL2-8B': partial(InternVLChat, model_path='OpenGVLab/InternVL2-8B', version='V2.0'),
-    'InternVL2-8B-MPO': partial(InternVLChat, model_path='OpenGVLab/InternVL2-8B-MPO', version='V2.0', cot_prompt=True),
+    'InternVL2-8B-MPO': partial(InternVLChat, model_path='OpenGVLab/InternVL2-8B-MPO', version='V2.0'),
+    'InternVL2-8B-MPO-CoT': partial(InternVLChat, model_path='OpenGVLab/InternVL2-8B-MPO', version='V2.0', cot_prompt=True),
     'InternVL2-26B': partial(InternVLChat, model_path='OpenGVLab/InternVL2-26B', version='V2.0'),
     'InternVL2-40B': partial(InternVLChat, model_path='OpenGVLab/InternVL2-40B', version='V2.0', load_in_8bit=True),
     'InternVL2-76B': partial(InternVLChat, model_path='OpenGVLab/InternVL2-Llama3-76B', version='V2.0'),
diff --git a/vlmeval/vlm/internvl_chat.py b/vlmeval/vlm/internvl_chat.py
index 6ae0333f..69ee922b 100644
--- a/vlmeval/vlm/internvl_chat.py
+++ b/vlmeval/vlm/internvl_chat.py
@@ -322,6 +322,18 @@ def build_prompt(self, line, dataset=None):
                 question_orig = question_orig.split('Question:', 1)[-1].strip()
                 question_orig = question_orig.replace('Choices:\n', '').strip()
 
+            options = {
+                cand: line[cand]
+                for cand in string.ascii_uppercase
+                if cand in line and not pd.isna(line[cand])
+            }
+            options_prompt = ''
+            for key, item in options.items():
+                options_prompt += f'{key}. {item}\n'
+
+            if options_prompt.strip():
+                question_orig = f'{question_orig}\n{options_prompt}'
+
             prompt = cot_prompt.format(question=question_orig)
 
         message = [dict(type='text', value=prompt)]