Before revision:  However, these methods rely on a major assumption that the types of bias are known a-priori, which limits their application to many NLU tasks and datasets.
After revision:  However, these methods rely on a major assumption that the types of bias should be known a-priori, which limits their application to many NLU tasks and datasets.