Please treat TILDE as a BertLMHeadModel model:
from transformers import BertLMHeadModel, BertTokenizerFast
model = BertLMHeadModel.from_pretrained("ielab/TILDE")
tokenizer = BertTokenizerFast.from_pretrained('bert-base-uncased')
Github: https://github.com/ielab/TILDE