Fix eval script

eval.py

@@ -86,14 +86,14 @@ def normalize_text(text: str) -> str:
 
       return result
     
-    chars_to_remove_regex = '[\,\?\.\!\-\;\:\/\"\“\„\%\”\�\–\'\`\«\»\—\’\…]'
+    chars_to_ignore_regex = '[\,\?\.\!\-\;\:\/\"\“\„\%\”\�\–\'\`\«\»\—\’\…]'
 
     text = text.lower()
     # normalize non-standard (stylized) unicode characters
     text = unicodedata.normalize('NFKC', text)
     # remove punctuation
     text = re.sub(chars_to_ignore_regex, "", text)
-    batch["sentence"] = replace_chars(batch['sentence'])
+    text = replace_chars(text)
 
     # Let's also make sure we split on all kinds of newlines, spaces, etc...
     text = " ".join(text.split())