To our knowledge, (Jiang et al., 2017) also proposes an unsupervised learning model (called NOSE) for the task of thread-subtitle matching within MOOC settings.
nOSE needs to build a heterogeneous textual network beforehand and may suffer from heterogeneous issue, which our model can avoid.