This document provides instructions for annotating contextual entities in Watson Assistant. It explains that contextual entities allow the assistant to return values that were not explicitly defined by adding context from the entity values and sentence structure. The tutorial then walks through creating a coffee-related entity called @coffee, adding example intents for ordering coffee drinks, and annotating the entity values in the intent examples. This trains the model to understand and return additional coffee options beyond just the defined values.