diff --git a/libmultilabel/linear/preprocessor.py b/libmultilabel/linear/preprocessor.py
index 20ca920a..8bb192f3 100644
--- a/libmultilabel/linear/preprocessor.py
+++ b/libmultilabel/linear/preprocessor.py
@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import csv
 import logging
 import re
 from array import array
@@ -141,7 +142,7 @@ def _generate_label_mapping(self, labels, classes=None):
 def read_libmultilabel_format(path: str) -> 'dict[str,list[str]]':
     data = pd.read_csv(path, sep='\t', header=None,
                        dtype=str,
-                       on_bad_lines='skip').fillna('')
+                       on_bad_lines='skip', quoting=csv.QUOTE_NONE).fillna('')
     if data.shape[1] == 2:
         data.columns = ['label', 'text']
         data = data.reset_index()
diff --git a/libmultilabel/nn/data_utils.py b/libmultilabel/nn/data_utils.py
index e691d238..5c4c771b 100644
--- a/libmultilabel/nn/data_utils.py
+++ b/libmultilabel/nn/data_utils.py
@@ -1,3 +1,4 @@
+import csv
 import gc
 import logging
 import warnings
@@ -136,7 +137,7 @@ def _load_raw_data(path, is_test=False, tokenize_text=True, remove_no_label_data
     """
     logging.info(f'Load data from {path}.')
     data = pd.read_csv(path, sep='\t', header=None,
-                       error_bad_lines=False, warn_bad_lines=True).fillna('')
+                       error_bad_lines=False, warn_bad_lines=True, quoting=csv.QUOTE_NONE).fillna('')
     if data.shape[1] == 2:
         data.columns = ['label', 'text']
         data = data.reset_index()