All possible sentences are generated from the templates in the cluster, the resulting sentences are ranked and the best sentence for each relation selected to produce the final description.
the TD approach is a top-down approach, driven to generate sentences expressing the relations found in the company's RDF data using realizations that are typically used on Wikipedia.