The rationale behind this metric is that the binary related/unrelated classification task is expected to be much easier, while also being arguably less relevant to fake news detection than the stance detection task, which aims to further classify relevant instances as agree, disagree, or discuss.
the former task is given less weight and the latter task is given more weight through the weighted accuracy metric.