Before revision:  As applied in NLP, given some documents and their (initial) labels, humans are tasked with revising the text to make a (given) counterfactual label applicable.
After revision:  As applied in NLP, given some documents and their (initial) labels, humans must revise the text to make a (given) counterfactual label applicable.