Before revision:  Recently, many models for text summarization have been proposed. Most of those models were evaluated using recall-oriented understudy for gisting evaluation (ROUGE) scores.
After revision:  Recently, many models for text summarization are generally evaluated by using recall-oriented understudy for gisting evaluation (ROUGE) scores.