diff --git a/src/kwja/modules/components/logits_processor.py b/src/kwja/modules/components/logits_processor.py
index 8c095cbd..fc4b1290 100644
--- a/src/kwja/modules/components/logits_processor.py
+++ b/src/kwja/modules/components/logits_processor.py
@@ -12,7 +12,6 @@
     HALF_SPACE_TOKEN1,
     HALF_SPACE_TOKEN2,
     LEMMA_TOKEN,
-    NO_CANON_TOKEN,
     READING_TOKEN,
     SPECIAL_TO_RARE,
     SURF_TOKEN,
@@ -64,15 +63,7 @@ def __init__(
         char2tokens: Dict[str, Dict[str, int]],
     ) -> None:
         self.tokenizer = tokenizer
-        self.texts: List[str] = []
-        for text in tokenizer.batch_decode(tokenizer.batch_encode_plus(texts).input_ids):
-            if text.endswith(self.tokenizer.eos_token):
-                text = text[: -len(self.tokenizer.eos_token)]
-            for token in [NO_CANON_TOKEN, FULL_SPACE_TOKEN, HALF_SPACE_TOKEN1, HALF_SPACE_TOKEN2, TRIPLE_DOT_TOKEN]:
-                text = text.replace(f"{token} ", token)
-            for token in SPECIAL_TO_RARE:
-                text = text.replace(f"{token} ", token)
-            self.texts.append(text)
+        self.texts: List[str] = texts
         self.num_beams: int = num_beams
         self.reading_candidates: Set[int] = reading_candidates
         self.char2tokens: Dict[str, Dict[str, int]] = char2tokens
diff --git a/src/kwja/utils/seq2seq_format.py b/src/kwja/utils/seq2seq_format.py
index 285b5a62..236cad5c 100644
--- a/src/kwja/utils/seq2seq_format.py
+++ b/src/kwja/utils/seq2seq_format.py
@@ -37,13 +37,21 @@ def tokenize(self, texts: List[str]) -> List[str]:
         return [token for token in self.tokenizer.tokenize(concat_text) if token != "▁"]
 
     def sent_to_text(self, sentence: Sentence) -> str:
-        text: str = sentence.text
+        text: str = sentence.text.strip()
         for k, v in self.word_to_token.items():
             text = text.replace(k, v)
+        text = text.replace(HALF_SPACE_TOKEN2, HALF_SPACE_TOKEN1)
         for k, v in RARE_TO_SPECIAL.items():
             text = text.replace(k, v)
-        text = text.replace(HALF_SPACE_TOKEN2, HALF_SPACE_TOKEN1)
-        return text
+
+        tokenized: List[str] = [token for token in self.tokenizer.tokenize(text) if token != "▁"]
+        decoded: str = self.tokenizer.decode(self.tokenizer.convert_tokens_to_ids(tokenized))
+        for token in [FULL_SPACE_TOKEN, HALF_SPACE_TOKEN1, HALF_SPACE_TOKEN2, TRIPLE_DOT_TOKEN]:
+            decoded = decoded.replace(f"{token} ", token)
+        for token in SPECIAL_TO_RARE:
+            decoded = decoded.replace(f"{token} ", token)
+        decoded = decoded.replace(" ", HALF_SPACE_TOKEN1)
+        return decoded
 
     @staticmethod
     def sent_to_format(sentence: Sentence) -> List[str]: