Before revision: Intermediate-task training has been shown to substantially improve pretrained model performance on many language understanding tasks , at least in monolingual English settings.
After revision: Intermediate-task training---fine-tuning a pretrained model on an intermediate task before fine-tuning again on the target task---often improves model performance substantially on language understanding tasks , at least in monolingual English settings.