Before revision:  To address and combat this, the NLP community has come to rely on a variety of metrics to identify and quantify bias in black-box models , which are used to monitor model behaviour and to guide efforts at debiasing.
After revision:  To address and combat this, the NLP community has come to rely on a variety of metrics to identify and quantify bias in black-box models and to guide efforts at debiasing.