Before revision:  As the community working on computational approaches to such problems is growing it is imperative to conduct benchmarking studies to analyze the current state-of-the-art, thus facilitating progress in this area.
After revision:  As the community working on computational approaches for sarcasm detection is growing, it is imperative to conduct benchmarking studies to analyze the current state-of-the-art, thus facilitating progress in this area.