diff --git a/TTS/tts/layers/xtts/tokenizer.py b/TTS/tts/layers/xtts/tokenizer.py
index 687856f1dd..ed677773eb 100644
--- a/TTS/tts/layers/xtts/tokenizer.py
+++ b/TTS/tts/layers/xtts/tokenizer.py
@@ -567,14 +567,16 @@ def check_input_length(self, txt, lang):
             print(f"[!] Warning: The text length exceeds the character limit of {limit} for language '{lang}', this might cause truncated audio.")
 
     def preprocess_text(self, txt, lang):
-        if lang in ["en", "es", "fr", "de", "pt", "it", "pl", "ar", "cs", "ru", "nl", "tr", "zh-cn"]:
+        if lang in {"ar", "cs", "de", "en", "es", "fr", "hu", "it", "nl", "pl", "pt", "ru", "tr", "zh", "zh-cn"}:
             txt = multilingual_cleaners(txt, lang)
-            if lang == "zh-cn":
+            if lang in {"zh", "zh-cn"}:
                 txt = chinese_transliterate(txt)
         elif lang == "ja":
             txt = japanese_cleaners(txt, self.katsu)
+        elif lang == "ko":
+            txt = korean_cleaners(txt)
         else:
-            raise NotImplementedError()
+            raise NotImplementedError(f"Language '{lang}' is not supported.")
         return txt
 
     def encode(self, txt, lang):
@@ -593,23 +595,6 @@ def decode(self, seq):
         txt = txt.replace("[UNK]", "")
         return txt
 
-    def preprocess_text(self, txt, lang):
-        if lang in ["en", "es", "fr", "de", "pt", "it", "pl", "zh", "ar", "cs", "ru", "nl", "tr", "hu"]:
-            txt = multilingual_cleaners(txt, lang)
-        elif lang == "ja":
-            if self.katsu is None:
-                import cutlet
-
-                self.katsu = cutlet.Cutlet()
-            txt = japanese_cleaners(txt, self.katsu)
-        elif lang == "zh-cn" or lang == "zh":
-            txt = chinese_transliterate(txt)
-        elif lang == "ko":
-            txt = korean_cleaners(txt)
-        else:
-            raise NotImplementedError()
-        return txt
-
     def __len__(self):
         return self.tokenizer.get_vocab_size()