Before revision:  Automatic and human evaluations on the PERSONACHAT dataset show that our proposed approach increases the rate of persona-consistent responses compared with its peers that are trained in a fully supervised scenario using reference responses.
After revision:  Automatic and human evaluations on the PERSONACHAT dataset show that our proposed approach increases the rate of responses that are factually consistent with persona facts over its supervised counterpart while retaining the language quality of responses.