Given that we have a framework for generating general summaries, and the current popularity of the query-focused summarization task, we propose that the bulk of future work in this area be focused on the query-focused task specifically in assessing the relevance of a summary to a provided query.
the third algorithm in our experiment uses Approximate Policy Iteration (Lagoudakis and Parr, 2003) to implement a reinforcement learner.