diff --git a/account_reconcile_model_oca/models/account_reconcile_model.py b/account_reconcile_model_oca/models/account_reconcile_model.py
index b3f3d8b9..1351c6ff 100644
--- a/account_reconcile_model_oca/models/account_reconcile_model.py
+++ b/account_reconcile_model_oca/models/account_reconcile_model.py
@@ -345,8 +345,12 @@ class AccountReconcileModel(models.Model):
         significant_token_size = 4
         numerical_tokens = []
         exact_tokens = []
+        text_tokens = []
         for text_value in st_line_text_values:
-            tokens = (text_value or "").split()
+            tokens = [
+                "".join(x for x in token if re.match(r"[0-9a-zA-Z\s]", x))
+                for token in (text_value or "").split()
+            ]
 
             # Numerical tokens
             for token in tokens:
@@ -354,6 +358,7 @@ class AccountReconcileModel(models.Model):
                 if len(token) < significant_token_size:
                     continue
 
+                text_tokens.append(token)
                 formatted_token = "".join(x for x in token if x.isdecimal())
 
                 # The token is too short after formatting to be significant.
@@ -365,7 +370,7 @@ class AccountReconcileModel(models.Model):
             # Exact tokens.
             if len(tokens) == 1:
                 exact_tokens.append(tokens[0])
-        return numerical_tokens, exact_tokens
+        return numerical_tokens, exact_tokens, text_tokens
 
     def _get_invoice_matching_amls_candidates(self, st_line, partner):
         """Returns the match candidates for the 'invoice_matching' rule, with respect to
@@ -391,9 +396,11 @@ class AccountReconcileModel(models.Model):
 
         sub_queries = []
         all_params = []
-        numerical_tokens, exact_tokens = self._get_invoice_matching_st_line_tokens(
-            st_line
-        )
+        (
+            numerical_tokens,
+            exact_tokens,
+            _text_tokens,
+        ) = self._get_invoice_matching_st_line_tokens(st_line)
         if numerical_tokens:
             for table_alias, field in (
                 ("account_move_line", "name"),