diff --git a/website/docs/usage/linguistic-features.mdx b/website/docs/usage/linguistic-features.mdx
index 6c84762f6..2d5fb2b67 100644
--- a/website/docs/usage/linguistic-features.mdx
+++ b/website/docs/usage/linguistic-features.mdx
@@ -1301,7 +1301,7 @@ correct type.
 @spacy.registry.tokenizers("bert_word_piece_tokenizer")
 def create_whitespace_tokenizer(vocab_file: str, lowercase: bool):
     def create_tokenizer(nlp):
-        return BertWordPieceTokenizer(vocab_file, lowercase=lowercase)
+        return BertTokenizer(nlp.vocab, vocab_file, lowercase)
 
     return create_tokenizer
 ```