sentence1: this is related to topicmodeling methods such as latent dirichlet allocation , but here the induced topics are tied to a linear discourse structure .
sentence2: this is similar in spirit to hidden topic models such as latent dirichlet allocation , but rather than assigning a hidden topic to each word , we constrain the topics to yield a linear segmentation of the document .