chunked/nltk_chunking/tasks_token_classification/chunk_22.txt

You can speed up the map function by setting batched=True to process multiple elements of the dataset at once:

tokenized_wnut = wnut.map(tokenize_and_align_labels, batched=True)

Now create a batch of examples using [DataCollatorWithPadding].