8. The system of claim 7 wherein the set of automatically generated ranking features includes at least one of: a. a position of each pre-segmented text; b. a type and a number of a set of content; c. an n-gram calculation; d. a template length; and e. an overlap calculation between a current template and the gold template.
7. The system of claim 4 wherein the natural language text generation module is further configured to, prior to the identifying by the ranking module: i. determine a gold template; ii. identify a set of matching templates from one or more templates within a given conceptual unit, the set of matching templates associated with the gold template; iii. rank the set of matching templates and associating a ranked set of matching templates with the gold template; and iv. determine the set of automatically generated model weights based on one or more ranked sets of matching templates and set of automatically generated ranking features; and v. store the plurality of modified pre-segmented texts, the set of automatically generated model weights, and the set of semantic terms in a content database.