To produce BioELECTRA, we pretrain ELECTRA on a corpus of over 20 million abstracts from PubMed. How to use the discriminator in transformers: from transformers import ElectraForPreTraining, ElectraTokenizerFast import torch discriminator = ElectraForPreTraining.from_pretrained("molly-hayward/bioelectra-small-discriminator") tokenizer = ElectraTokenizerFast.from_pretrained("molly-hayward/bioelectra-small-discriminator")