Original:  We use those approximations in our method, I-BERT , with an end-to-end integer-only inference, and without any floating point calculation.
Revised:  We use those approximations in our method, I-BERT , with an end-to-end integer-only BERT inference without any floating point calculation.
Edit intent: clarity