First, note that the entity-grid model significantly outperforms LSA on both domains (p < .01 using a Sign test, see Table 5).
to our model, LSA is neither entity-based nor unlexicalized: It measures the degree of semantic overlap across successive sentences, without handling discourse entities in a special way (all content words in a sentence contribute towards its meaning).