Before revision:  We evaluate different methods that use few-shot annotations, but do not observe significant improvements over the baseline. This calls for better ways of utilizing the few-shot annotations .
After revision:  We evaluate different methods that use few-shot transfer, outperforming several state-of-the-art few-shot annotations .