Before revision:  In this paper we present MaChAmp, a toolkit for easy use of fine-tuning BERT-like models in multi-task settings.
After revision:  In this paper we present MaChAmp, a toolkit for easy use of fine-tuning of contextualized embeddings in multi-task settings.