Stance detection has been extensively studied in recent years as a task to predict a stance of a user or text toward a specific topic (Murakami and Raymond, 2010;Mohammad et al., 2016;Persing and Ng, 2016).
most studies have depended heavily on labeled training data (Tutek et al., 2016;Liu et al., 2016).