Before revision:  Our approach only requires existence of automatically translated samples from Englishto the target domain , thus removing the need for human annotations in the target languages  . Experimental results show our proposed approach achieves significant gains in a number of multilingual datasets .
After revision:  Our approach only requires existence of automatically translated samples from Englishto the target domain , thus removing the need for human annotations in the target languages , making it applicable to far more languages than those with labeled data . Experimental results show our proposed approach achieves significant gains in a number of multilingual datasets .