BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models

Elad Ben-Zaken, Shauli Ravfogel, Yoav Goldberg

We introduce BitFit, a sparse-finetuning method where only the bias-terms of the model (or a subset of them) are being modified. We show that with small-to-medium training data, ap…