Introducing BEREL 3.0 - New and Improved BEREL: BERT Embeddings for Rabbinic-Encoded Language

When using BEREL 3.0, please reference:

Avi Shmidman, Joshua Guedalia, Shaltiel Shmidman, Cheyn Shmuel Shmidman, Eli Handel, Moshe Koppel, "Introducing BEREL: BERT Embeddings for Rabbinic-Encoded Language", Aug 2022 [arXiv:2208.01875]

1. Usage:

from transformers import AutoTokenizer, BertForMaskedLM

tokenizer = AutoTokenizer.from_pretrained('dicta-il/BEREL_3.0')
model = BertForMaskedLM.from_pretrained('dicta-il/BEREL_3.0')

# for evaluation, disable dropout
model.eval()

NOTE: This code will not work and provide bad results if you use BertTokenizer. Please use AutoTokenizer or BertTokenizerFast.