How to use BERT for ENTITY extraction from a Sequence without classification in the NER task?

My requirement here is given a sentence(sequence), I would like to just extract the entities present in the sequence without classifying them to a type in the NER task. I see that BERT has BertForTokenClassification for NER which does the classification.

Can somebody give me an idea of how to do entity extraction/identification using BERT?