While external topical influences have been studied in the context of search behavior modeling (Karmaker Santu et al., 2017, similar study has not been pursued yet for text generation modeling.
current text generation processes are static processes with no notion of time and thus, can not model dynamically evolving text stream data corresponding to evolving influences of related text streams, which the proposed TILM can do.