Thus, Equation 2 becomes: We now extend the DCLM by leveraging the information at the inter-document level, taking advantage of the structure of the repository -a tree in reddit.
by harnessing the information in documents related to a target document, i.e., its siblings and parent, the LM is expected to contain additional relevant information, and hence lower perplexity.