Given the prohibitive cost of manual annotation, unsupervised and minimally supervised techniques such as clustering (Kiela et al., 2014) and topic modeling (Varga et al., 2012;O Séaghdha and Teufel, 2014) are highly important.
the performance of such approaches shows a large room for improvement.