4 Both LDA-based models (Misra et al., 2009;Riedl and Biemann, 2012) and GRAPHSEG rely on corpus-derived word representations.
the GRAPHSEG algorithm significantly outperforms the topictiling method (p < 0.05, Student's t-test).