chunked/nltk_chunking/tasks_question_answering/chunk_21.txt

Remove any columns you don't need:

tokenized_squad = squad.map(preprocess_function, batched=True, remove_columns=squad["train"].column_names)

Now create a batch of examples using [DefaultDataCollator].