diff --git a/cosyvoice/cli/frontend.py b/cosyvoice/cli/frontend.py
index 32e5539..c30135a 100644
--- a/cosyvoice/cli/frontend.py
+++ b/cosyvoice/cli/frontend.py
@@ -21,6 +21,8 @@ import torchaudio.compliance.kaldi as kaldi
 import torchaudio
 import os
 import inflect
+from tn.chinese.normalizer import Normalizer as ZhNormalizer
+from tn.english.normalizer import Normalizer as EnNormalizer
 try:
     import ttsfrd
     use_ttsfrd = True
@@ -61,6 +63,9 @@ class CosyVoiceFrontEnd:
             self.frd.set_lang_type('pinyin')
             self.frd.enable_pinyin_mix(True)
             self.frd.set_breakmodel_index(1)
+        else:
+            self.zh_tn_model = ZhNormalizer(remove_erhua=False,full_to_half=False)
+            self.en_tn_model = EnNormalizer()	
 
     def _extract_text_token(self, text):
         text_token = self.tokenizer.encode(text, allowed_special=self.allowed_special)
@@ -97,6 +102,8 @@ class CosyVoiceFrontEnd:
         if contains_chinese(text):
             if self.use_ttsfrd:
                 text = self.frd.get_frd_extra_info(text, 'input')
+            else:
+                text = self.zh_tn_model.normalize(text)	
             text = text.replace("\n", "")
             text = replace_blank(text)
             text = replace_corner_mark(text)
@@ -107,6 +114,7 @@ class CosyVoiceFrontEnd:
                                                 token_min_n=60, merge_len=20,
                                                 comma_split=False)]
         else:
+            text = self.en_tn_model.normalize(text)
             text = spell_out_number(text, self.inflect_parser)
             texts = [i for i in split_paragraph(text, partial(self.tokenizer.encode, allowed_special=self.allowed_special), "en", token_max_n=80,
                                                 token_min_n=60, merge_len=20,
diff --git a/cosyvoice/utils/frontend_utils.py b/cosyvoice/utils/frontend_utils.py
index dee829f..59489a7 100644
--- a/cosyvoice/utils/frontend_utils.py
+++ b/cosyvoice/utils/frontend_utils.py
@@ -74,7 +74,7 @@ def split_paragraph(text: str, tokenize, lang="zh", token_max_n=80, token_min_n=
             return len(tokenize(_text)) < merge_len
 
     if lang == "zh":
-        pounc = ['。', '？', '！', '；', '：', '.', '?', '!', ';']
+        pounc = ['。', '？', '！', '；', '：', '、', '.', '?', '!', ';']
     else:
         pounc = ['.', '?', '!', ';', ':']
     if comma_split:
@@ -91,6 +91,11 @@ def split_paragraph(text: str, tokenize, lang="zh", token_max_n=80, token_min_n=
                 st = i + 2
             else:
                 st = i + 1
+    if len(utts) == 0:
+        if lang == "zh":
+            utts.append(text + '。')
+        else:
+            utts.append(text + '.')
     final_utts = []
     cur_utt = ""
     for utt in utts:
diff --git a/requirements.txt b/requirements.txt
index 39e1374..24639f2 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -25,4 +25,5 @@ soundfile==0.12.1
 tensorboard==2.14.0
 torch==2.0.1
 torchaudio==2.0.2
-wget==3.2
\ No newline at end of file
+wget==3.2
+WeTextProcessing