However, much prior work modeling politeness reduces the problem to a rating task or binary prediction task, separating polite and impolite behavior.
what the models end up learning is mainly overt markers of politeness or rudeness, rather than the underlying indirect strategies for achieving politeness or rudeness through raising or attacking face, even in the indirect case where no overt markers of rudeness or politeness might be explicitly displayed.