Moreover, analysis of social data is often principally concerned with understanding relationships between documents (such as question-asking and -answering), so a model able to capture such features is of direct scientific relevance.
to model topic transitions, we score the embeddings of parent-child pairs with a separate coupling potential as shown in Figure 1 (comments with no parents or children receive additional start/stop biases respectively).