Preprocess For masked language modeling, the next step is to load a DistilRoBERTa tokenizer to process the text subfield: from transformers import AutoTokenizer tokenizer = AutoTokenizer.from_pretrained("distilbert/distilroberta-base") You'll notice from the example above, the text field is actually nested inside answers.